{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Index\n",
    "\n",
    "+ [Compute precision-recall](#Load-ground-truths,-predictions,-plot-metrics)\n",
    "+ [Metrics vs logo size](#metrics-vs-logo-size)\n",
    "+ [Metrics by top brands](#metrics-by-brand)\n",
    "+ [Visualize bounding box predictions](#visualize-bounding-box-predictions)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "main_path = os.path.abspath(os.path.join(os.getcwd(), os.path.pardir))\n",
    "save_path = os.path.join(main_path, 'notebooks')\n",
    "src_path = os.path.join(main_path, 'src')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "def relative_path(path, main_path=main_path):\n",
    "    \"\"\"\n",
    "    Text files with file locations were written in AWS linux, \n",
    "    with the logohunter project sitting at /home/ubuntu/logohunter.\n",
    "    For testing on a machine with different directory structure,\n",
    "    replace file locations starting from present directory.\n",
    "    \"\"\"\n",
    "    return path.replace('/home/ubuntu/logohunter', main_path)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Load ground truths, predictions, plot metrics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/dio/insight/logohunter/src\n"
     ]
    }
   ],
   "source": [
    "%cd $src_path\n",
    "\n",
    "import metrics as mm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each file, load ground truth masks and predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_list, bbox_list_true = mm.read_txt_file('data_test.txt')\n",
    "img_list_pred, bbox_list_pred = mm.read_txt_file('data_test_pred_logo.txt')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "TP: 4764, FP: 720, FN: 3253\n",
      "precision: 0.869, recall: 0.594\n"
     ]
    }
   ],
   "source": [
    "eps=0.01\n",
    "(tp, fp, fn), match_dict = mm.count_tpfpfn_from_bboxes(bbox_list_true, bbox_list_pred, conf_thr=0.5, iou_thr=0.5)\n",
    "prec, rec = prec, rec = (tp+eps)/(tp+fp+eps), (tp+eps)/(tp+fn+eps)\n",
    "print('TP: {}, FP: {}, FN: {}'.format(tp, fp, fn))\n",
    "print('precision: {:.3f}, recall: {:.3f}'.format(prec, rec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[2590, 2590, 2590, 2590]"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(map(len, [img_list_pred, img_list, bbox_list_true, bbox_list_pred]))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plot distribution of YOLO confidence for the predicted logos."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist([bb[-1] for r in bbox_list_pred for bb in r], bins=np.arange(0,1.01,0.01))\n",
    "plt.gca().set(xlabel='YOLO prediction confidence', ylabel='Counts');"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute precision-recall curves by changing prediction confidence threshold, and repeat for different IoU thresholds to establish a match."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "iou_thr_list = np.arange(0.1,0.91,0.1)\n",
    "prec, rec = mm.prec_recalls_from_bboxes(bbox_list_true, bbox_list_pred, \n",
    "                                        conf_thr_list = np.arange(0,1.01,0.01), iou_thr_list = iou_thr_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean Average Precision: IoU_min = 0.1, mAP=0.77\n",
      "Mean Average Precision: IoU_min = 0.2, mAP=0.75\n",
      "Mean Average Precision: IoU_min = 0.3, mAP=0.73\n",
      "Mean Average Precision: IoU_min = 0.4, mAP=0.70\n",
      "Mean Average Precision: IoU_min = 0.5, mAP=0.66\n",
      "Mean Average Precision: IoU_min = 0.6, mAP=0.58\n",
      "Mean Average Precision: IoU_min = 0.7, mAP=0.43\n",
      "Mean Average Precision: IoU_min = 0.8, mAP=0.20\n",
      "Mean Average Precision: IoU_min = 0.9, mAP=0.02\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.gca().set(xlim=(0,1), ylim=(0,1), xlabel='Recall', ylabel='Precision')\n",
    "for i in range(len(prec)):\n",
    "    auc = np.trapz(prec[i], rec[i])\n",
    "    lbl = 'IoU_min = {:.1f}, mAP={:.2f}'.format(iou_thr_list[i], auc)\n",
    "    print('Mean Average Precision: {}'.format(lbl))\n",
    "    plt.plot(rec[i], prec[i], label = lbl, lw=2)\n",
    "#     plt.scatter(rec[i][::10], prec[i][::10]) # plot markers at confidence thresholds\n",
    "plt.legend()\n",
    "plt.savefig(os.path.join(save_path,'precision_recall.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### metrics vs logo size\n",
    "\n",
    "One expects a bigger logo is easier to recognize than a smaller logo. Let's quantify that"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "size_list = []\n",
    "for i in range(len(img_list_pred)):\n",
    "    bbox_list = bbox_list_true[i]\n",
    "    for bbox in bbox_list:\n",
    "        size_list.append([bbox[2]-bbox[0], bbox[3]-bbox[1]])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x288 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, axes = plt.subplots(1,2,figsize=(8,4))\n",
    "axes[0].scatter(*zip(*size_list), s=4)\n",
    "\n",
    "from matplotlib.colors import LogNorm\n",
    "bins = 10**np.arange(0.4,3.5,0.1)\n",
    "\n",
    "axes[1].plot((bins[0], bins[-1]), (bins[0], bins[-1]), 'k--')\n",
    "counts, _, _ = np.histogram2d(*zip(*size_list), bins=bins)\n",
    "im = axes[1].pcolor(bins, bins, counts.T, norm=LogNorm())\n",
    "for ax in axes:\n",
    "    ax.set(xscale='log', yscale='log', aspect=1, xlabel='logo width (pixels)', ylabel='logo height (pixels)')\n",
    "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
    "plt.colorbar(im, fraction=0.046, pad=0.04, label ='Counts');\n",
    "fig.tight_layout()\n",
    "plt.savefig(os.path.join(save_path,'logo_size_dist.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[4764, 4764, 3253, 760]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "size_tp = []\n",
    "size_fp = []\n",
    "size_fn = []\n",
    "size_tp_pred = []\n",
    "for i_img in match_dict.keys():\n",
    "#     for i_true in match_dict[i_img].keys():\n",
    "    for i_true in range(len(bbox_list_true[i_img])):\n",
    "        bbox_true = bbox_list_true[i_img][i_true]\n",
    "        if i_true in match_dict[i_img].keys():\n",
    "            i_pred = match_dict[i_img][i_true]\n",
    "            bbox_pred = bbox_list_pred[i_img][i_pred]\n",
    "            size_tp.append([bbox_true[2]-bbox_true[0], bbox_true[3]-bbox_true[1]])\n",
    "            size_tp_pred.append([bbox_pred[2]-bbox_pred[0], bbox_pred[3]-bbox_pred[1]])\n",
    "        else:\n",
    "            size_fn.append([bbox_true[2]-bbox_true[0], bbox_true[3]-bbox_true[1]])\n",
    "    for i_pred in range(len(bbox_list_pred[i_img])):\n",
    "        bbox_pred = bbox_list_pred[i_img][i_pred]\n",
    "        if bbox_pred[-1]>0.5 and i_pred not in match_dict[i_img].values():\n",
    "            size_fp.append([bbox_pred[2]-bbox_pred[0], bbox_pred[3]-bbox_pred[1]])\n",
    "list(map(len, [size_tp, size_tp_pred, size_fn, size_fp]))  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 936x360 with 5 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(13, 5))\n",
    "grid = plt.GridSpec(2, 3, hspace=0., wspace=0.22, height_ratios=(1,2))\n",
    "axes = [ fig.add_subplot(grid[1:, i]) for i in range(3)]\n",
    "taxes = [ fig.add_subplot(grid[0, i+1]) for i in range(2)]\n",
    "\n",
    "bins_s, bins_ar = 10**np.arange(0.4,3.5,0.1), 10**np.arange(-1,1.4,0.1)\n",
    "labels = ['TP (true)','TP (pred)','FN','FP']\n",
    "for tax, topax in enumerate(taxes):\n",
    "    bins = [bins_s, bins_ar][tax]\n",
    "    counts_tp, _ = np.histogram([ [np.sqrt(np.prod(s)), s[0]/s[1]][tax] for s in size_tp], bins=bins)\n",
    "    counts_fp, _ = np.histogram([ [np.sqrt(np.prod(s)), s[0]/s[1]][tax] for s in size_fp], bins=bins)\n",
    "    counts_fn, _ = np.histogram([ [np.sqrt(np.prod(s)), s[0]/s[1]][tax] for s in size_fn], bins=bins)\n",
    "    \n",
    "    topax.step(bins[:-1], np.divide(counts_tp+0.01, counts_fp + counts_tp+0.01), label='precision')\n",
    "    topax.step(bins[:-1], np.divide(counts_tp+0.01, counts_fn + counts_tp+0.01), label='recall')\n",
    "    topax.set(xscale='log', ylim=[0.,1.02], ylabel='Metric', xlim=[bins[0],bins[-1]])\n",
    "    topax.grid(which='both')\n",
    "    topax.set_xticklabels([])\n",
    "    topax.legend()\n",
    "    iax=tax\n",
    "    xlabel = 'logo {}'.format(['size (pixels)', 'aspect ratio (w/h)'][iax])\n",
    "    axes[iax+1].set(xscale='log', xlabel=xlabel, ylabel='counts', xlim=[bins[0],bins[-1]])\n",
    "\n",
    "for i in range(4):\n",
    "    size = [size_tp, size_tp_pred, size_fp, size_fn][i]\n",
    "    label = labels[i]\n",
    "    \n",
    "    axes[0].scatter(*zip(*size), s=[6,3,1,1][i], alpha=[1,1,1,.5][i], label=labels[i])\n",
    "    axes[0].set(xscale='log', yscale='log', aspect=1, xlabel='logo width', ylabel='logo height', xlim=[bins_s[0],bins_s[-1]])\n",
    "    axes[0].legend()\n",
    "\n",
    "    axes[1].hist([ np.sqrt(np.prod(s)) for s in size], bins=bins_s, lw=2, histtype='step', label=label)\n",
    "    axes[1].legend()\n",
    "    \n",
    "    axes[2].hist([ s[0]/s[1] for s in size], bins=bins_ar, lw=2, histtype='step', label=label)\n",
    "    \n",
    "for ax in axes:\n",
    "    ax.set_axisbelow(True)\n",
    "    ax.grid(which='both')\n",
    "\n",
    "plt.savefig(os.path.join(save_path,'logo_size_metrics.png'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### metrics by brand"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "img_list, bbox_list_true = mm.read_txt_file('data_all_test.txt')\n",
    "img_list_pred, bbox_list_pred = mm.read_txt_file('data_test_pred_logo.txt')\n",
    "with open('brands.txt', encoding='utf-8') as f:\n",
    "    brands = f.read().splitlines() "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "n = len(bbox_list_true)\n",
    "brand_dict = { i:{} for i in range(n)}\n",
    "top_brands = { }\n",
    "for i in range(n):\n",
    "    for j in range(len(bbox_list_true[i])):\n",
    "        brand_dict[i][j] = bbox_list_true[i][j][-1]\n",
    "        if brand_dict[i][j] in top_brands:\n",
    "            top_brands[brand_dict[i][j]] += 1\n",
    "        else:\n",
    "            top_brands[brand_dict[i][j]] = 1\n",
    "top_brands = sorted( [[k,v] for k,v in top_brands.items()], key=lambda x: x[-1], reverse=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
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\n",
      "text/plain": [
       "<Figure size 1296x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(1,1,figsize=(18,4))\n",
    "n_plot = 100\n",
    "top_labels = [brands[i].split('-')[0] for i in list(zip(*top_brands))[0][:n_plot]]\n",
    "ax.bar(range(n_plot), list(zip(*top_brands))[1][:n_plot], tick_label = top_labels)\n",
    "ax.set(xlim=(-1,n_plot), ylim = [10,500], yscale='log', ylabel='Logo count');\n",
    "plt.xticks(rotation=90);\n",
    "ax.set_axisbelow(True)\n",
    "ax.grid(which='both', axis='y')\n",
    "\n",
    "fig.tight_layout()\n",
    "plt.savefig(os.path.join(save_path,'logo_brands_dist.png'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "bbox_brand_list = {}\n",
    "for brand_id, count in top_brands:\n",
    "    bbox_brand_list[brand_id] = []\n",
    "    for i in range(n):\n",
    "        bbox_brand_list[brand_id].append([])\n",
    "        for j in range(len(bbox_list_true[i])):\n",
    "            bbox = bbox_list_true[i][j]\n",
    "            if bbox[-1] == brand_id:\n",
    "                bbox_brand_list[brand_id][i].append(bbox)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "tpfpfn_list = []\n",
    "prec_rec_list = []\n",
    "eps = 0.01\n",
    "for brand_id, count in top_brands:\n",
    "    (tp, fp, fn), match_dict = mm.count_tpfpfn_from_bboxes(bbox_brand_list[brand_id], bbox_list_pred, conf_thr=0.5, iou_thr=0.5)\n",
    "    prec, rec = (tp+eps)/(tp+fp+eps), (tp+eps)/(tp+fn+eps)\n",
    "    tpfpfn_list.append((tp, fp, fn))\n",
    "    prec_rec_list.append((prec, rec))\n",
    "    # print('TP: {}, FP: {}, FN: {}'.format(tp, fp, fn))\n",
    "    # print('precision: {:.3f}, recall: {:.3f}'.format(prec, rec))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x720 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_50 = [[brand, count] for brand, count in top_brands if count>50]\n",
    "\n",
    "fig = plt.figure(figsize=(8, 10))\n",
    "grid = plt.GridSpec(2, 2, hspace=0., wspace=0., width_ratios=(3,1), height_ratios=(1,5))\n",
    "top_axes = [ fig.add_subplot(grid[0,i]) for i in range(1,2)]\n",
    "axes = [ fig.add_subplot(grid[1,i]) for i in range(2)]\n",
    "n_plot = len(top_50)\n",
    "\n",
    "ax =axes[0]\n",
    "tp, fp, fn = zip(*tpfpfn_list)\n",
    "ax.barh(range(n_plot), tp[:n_plot][::-1], left = np.sum([fn, fp], axis=0)[:n_plot][::-1], color='g', label='Matched Logos (TP)')\n",
    "ax.barh(range(n_plot), fn[:n_plot][::-1], left = fp[:n_plot][::-1], color='r', label='Missed Logos (FN)')\n",
    "ax.barh(range(n_plot), fp[:n_plot][::-1], left = 0, color='orange', label='Mispredicted Logos (FP)')\n",
    "ax.set(ylim=(-1,n_plot), xlim = [0,530], xlabel='Logo count', yticks=range(n_plot+1), yticklabels=top_labels[n_plot-1::-1])\n",
    "\n",
    "ax =axes[1]\n",
    "prec, rec = zip(*prec_rec_list)\n",
    "ax.plot(prec[:n_plot][::-1], range(n_plot), lw=2, label = 'precision')\n",
    "ax.plot(rec[:n_plot][::-1], range(n_plot), lw=2, label = 'recall')\n",
    "ax.set(ylim=(-1,n_plot), xlabel='Metrics', yticks=range(n_plot+1), yticklabels=[]);\n",
    "for iax in range(2):\n",
    "    axes[iax].legend(loc=['lower right','lower left'][iax])\n",
    "    axes[iax].set_axisbelow(True)\n",
    "    axes[iax].grid(axis=['y', 'both'][iax])\n",
    "\n",
    "ax = top_axes[0]\n",
    "ax.hist(prec[:n_plot], bins=np.linspace(0,1,21), histtype='step', lw=2)\n",
    "ax.hist(rec[:n_plot], bins=np.linspace(0,1,21), histtype='step', lw=2)\n",
    "ax.text(0.,12,'med P={:.2f}\\nmed R={:.2f}'.format(np.median(prec[:n_plot]), np.median(rec[:n_plot])))\n",
    "# ax.text(0.2,10,'mean R={}'.format(np.mean(prec[:n_plot])))\n",
    "ax.set(xlabel='Precision/Recall', ylabel='Counts', xticks=[], ylim=(-1,18), yticks=range(0,16,5));\n",
    "\n",
    "plt.savefig(os.path.join(save_path,'logo_brands_metrics_vert.png'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AAAAAcoEkBQAAAAAAyAWSFAAAAAAAIBdIUgAAAAAAgFyg4UzUBK8XBQAAAAAsK5IUAJa7Fm8AkZreAlJ4A0itYoBlxRtrAAAA2g5JCgAogoQIAAAAUH8kKQB0KCQXAAAAgPaLJAWAhlOrRAaPqAAAAAC1xds9AAAAAABALpCkAAAAAAAAucDjHgCA5aLcoy5SeNwlSwwAAAAaB0kKST6uzMCx9SoFgEZVjzYyqh0X2hdemwoAADoKkhQASiKBlx/1bICTZEdtkDgAAACoHm1SAAAAAACAXKAmBQA0kFrVkmivtS2o3QAAAJBvJCkAAGgjJE0AAACaI0kBAMg9Lubro55tnwAAABRDkgLIERqqBFqvnokMkibLjoQIAAAohiQFAAA5lreECMkFAACwPJGkAABUrWytH4maPzXUHmtYkcgAAACtRZICAICE9pgUyKKjJg7yNl/t9c03tVKrmj95q0EEAKgfkhQAAADAMiKxAgC1QZICAADkUq1qSWQZT95qZAAA0KhIUgAAgLprj4/V1DORkcfHRqgpAACoB5IUqKg9nkiiMtYrsHy1x99Yeyxze1SrBEQtExkkIAAAeUGSAgAAoIOiRkbHVM9HmHgUCkC9kaRAw+IVimhPuMMNtD1+h1hWtI8CAJWRpMij69q6AAAAAPmWpUYGr0RtX0jQAJBIUtQfCYiy2mvtBu6uoZQs2wbbT/uTt3XGdga0Xq0SEO3xN0ZSoLw8Pi4FNAKSFAAAAAA6DJILQPvW8ZMU1Fwoqz1m/QEAQDbttYYi2pe8NORZ7bhqIW/lkXg8Ce1fx09SAACQUySKAaBt5DG5ACAgSQEAaDPc5QUAdHQkRIDqkKTIisdGkBN5ayCPO8H5UasLfhIHWFbsFwCgenl7Yw1vx0FbIUkBAA2EBAQ6GhIiHRPrFQAaF0kKIE+osQO0PX6HAABkUs9aEtTIaBwkKdDucCcYyypvj8ygslqtD9Yr8qDRj2Pt8XfYHssMtCfL7dGSxLhIZLQfJCnaK+70Aci5Rr8QA9oTLsIBdATsyzoGkhSojZwlTWp5ccQd3GXXUee9o84X0Ij4PVfGMlp27XEZtsfahyTJ8yVv2wfyjyQFgFwgGQQsg5wlilEfebwQYx8MtD1+h2jvSFLUEieJ5bF8sIw46KIctg/kQR4TB+h42mPthvaI3zPQNkhSoHGRNAGwPHXQfUw9L3wa+SKr4S+O2uPvpx2WOW+/sbyVJ4ssv9WG/z0DVSJJIbXLgwoAAEDucE4FdBjtMWmEjoEkBSrjhKNxZVn3jbx9sHzKY/kAaGNcZNUA+2nkBL/nxkGSotFx4Kksb8uoVhd+eZsvoB7ytt03cnnqOC1ObDumjrpeM81XOzzO12y+OrCabdMNvhzR/uU6SWFmu0u6WFJnSX9y93PauEgAAACldeSLg448b3nCci6L9h1qo6Mm+dAx5DZJYWadJf2vpF0lzZf0pJlNdvdn27ZkWK5qdWDmAI9l1R63IX4/HVPe1kfe7uDmbfnUSr3nq6Mux7xhOdcHx8O6qVUNGZImSMptkkLS1pJedvdXJcnMJknaSxJJCuQPB7H66KjLOW8XfUAj4jdWPzlb1g19cZSzdZFJeyxzDdX1kZAGX9ZoO+bubV2GosxsX0m7u/sxsftQSdu4+4mJmDGSxsTOTSS9UGG060p6L8Pks8QRQwwxrYvJY5mIIabRYvJYJmKIabSYPJaJGGI6UkzWuE3cvVuGcaFe3D2XH0n7KbRDUeg+VNLvlnGc02sVRwwxxLQuJo9lIoaYRovJY5mIIabRYvJYJmKI6UgxtR4Xn/p9Oim/5kvaMNHdU9KbbVQWAAAAAACwnOU5SfGkpI3NrI+ZrSTpQEmT27hMAAAAAABgOcltw5nuvsTMTpR0r8IrSK9092eWcbSX1zCOGGKIaV1MvadHDDHEtP30iCGGmLafHjHENFpMrceFOsltw5kAAAAAAKCx5PlxDwAAAAAA0EBIUgAAAAAAgFwgSQEAAAC0kpmt3NZlAICOhCRFjZlZLzPbJf6/ipl1a+sy1YuZbZ+lX0dnZp3MbPVUv85mdl4dy8C6yMDMuplZ17YuR1bFToTNbO0i/VarYpxrmdkWy1q2ZWVmPcxsz/hZr5XjYLtfRlm3sbZSbHs1s35VjmN1M1u78Klx+Tqb2bW1HGcjaqvluAzHhL/H719To3J02H2Zma1mZp3i/183sxFmtmJbl6tWqjn+Lscy5Go/VO9zYHQMuX27Ry2Z2QaSeikxv+7+UCpmLUkbS+pSJuY7kr6RijkzMfxYSWMkrS3pq5J6SrpM0s5xeNmTIXf/d5aYxPSGSNrY3SeYWXdJXd39tVSZvy7pVLWc/53i8KPd/YpEfGdJ/+3uZ6TG82tJ4yV9KukeSf0l/dDdkzvB30kamCpys35mtrGkX0naTInlKOmSCvN9QWIcZ0p6WNLf3P2TUt8xs6ckpVuG/UjSdEkXufs/Si3v1HI2SYdI2sjdzzSzr0j6krs/kYi5XtLxkj6XNEPSGmZ2gbufF8f3uZkNMjPzIq3Vmtnq7v5xufKY2Wh3v9bMflwi5oJEZ8l1YWZ/dvf9iywfC6PxLbLEJMpedJ26+0ZxeLocaUeq5XpKztdJiWlV3A7jRdY+knqr+Taf/K1uLulqhd+qmdm/JB3u7k+b2U7u/oCZ7V2iPLcmuzNOr0wHvXcAACAASURBVOg2W2oapaYl6VYzG+nu/4nfX1/SnZIGxe5vSvqTpK6SvmJm/SUd5+4npMr8oKQRsbyzJf3LzKa5+48TMVm2+7L7lxhzv7vvnJp+s35mtr+k8yQ9qLCN/c7MTnX3mxMx+0m6x90XmNl/K2zf4919ZmLUWfZBWdZXyTKb2e+UfXvdxd3/mhrP4e5+Vanvx5hd3f2+VL9Kx58s+2iZ2QhJO8bOae5+R2ryZbex2K/cvnW8u78f49aQNE7SDoXpSTrT3T+Kw9eUdJharoumZRjjHlT57fUyC68qnyjpenf/UEWY2XGSzozLqFB+l1TYV2VdhiV/G3Ff393MVnL3z0qUo5r96+cKv43TC8cOM5vp7gOzxmRdXzH2m2q5Pq6upsxxPBXPqYosl18WtuksyzE1rQ1TZZ6ZGN5TYT8wRNIXkh6RdLK7z0/ElDsmlD2GxWmtZGaHS/pmsf16keNGP7U8Zl6dCGn1+VTh2JuIy3Lc/B9Jvy78duIy/Ym7/3cipuz+rMS5yUeSZrj77ES/hyTtEKdxv8J2eIDCbyrTPrqK+dpb0rmS1lPYVgvb6+qJmEr7xKzLp+Txt9R5W2Lekue450uaUO6NhhYSVrPd/RMzG62wXVzs7v+I48v0+zGzLpKOVstjy1GJmK9Kmu/u/8/MhknaQtLVyf1spZhK58CpMhW9ZiuxH5NK74MqrlfkW4dPUpjZuQo7v2cVLiClsJE/lIg5RtLJCkmF2ZK2VciKJ0+0L5O0qqThCjuhfSU1naxH35e0taTHJcndX7LmdwRnxGlbkaIWTpSyxMjMxkoaLGkTSRMkrSjpWknpTPtNComSPybmP2lnM9tHYSe1ThzXtCJxu7n7T81slKT5kvaTNFXStWa2naRvSuqe2hGvrvD62KQJksZKulBhWR4Z57WaGifzJB0k6bdmtkDh4u8hd789Ffd/CvN8few+MP79WGHd9VDx5d20nKPfK5zY7KRwgrtA0i2StkrEbBaTDIdIulvSz+K4k5njWZJuN7ObJDVdqMaTl+sl7VmhPIXsfMlllXFdnBz/7llqPBljCkqt04LflPmuSyp7wZZScjtMxNyueGIk6f+VGM8fJP3Y3adKUjyoXq6w7IZKekDSd0uUN504yDK9eSqyzZaYRrlp/UXSTfE3u6GkyZJOSQy/UNK3Yn+5+xwz21EtrRG312MUTobGmtncVEyW7b7k/iWe/Kwqad14QlfYJlaX9OXUtH4uaSt3fzd+t7ukv0q6ORHzC3e/yUJy9luSzpd0qaRtqtwHlVxfGcs8Xdn9Mq6rUxROXP8Up1lpm79C0lcS5cpy/Kn42zCzXykco66LvU4ys2+6++mJ8VTaxqTy+9aJWrpdXynpaUn7x+5DFfYXhYu4uyU9JukphW2tlLLbq7sPiRdsR0mabmZPxLj7UuM5RdI33P29EtPJsn+RKv825kl61Mwmq/m+vnAhUs3+9RmFWq9TzOwADwn09PlBpZhM68tCLYCvKpwHJc+Xrq6mzFnOqUo4RmF5FsxT+eUoMztL0hGSXlHzxFNyWhMU5n2/2D069ts1EVPumFDpGLaTwk2KQyStqZb79Wb78nj+NkwhuXC3pD0UEidX1+h8Ki3Ldr2Hu/9XU4HdPzCzb0v670RMpf3Z4PgpXAx+R9KTko43s5vc/deFReDui8zsaEm/c/dfm9msxHSyHFOzztevJX3X3Z8rNoKM+0Qp2/Ipd/yt5hz3eUmXm9kKCuv4hkJiN+FSSf1jIuSnCseMqxXOXwrmqcLvR9I1cXrfUvjtHSIpvaxukTTYzL4WpzNZ4ff07Spjyp0DS6p4zZZlf1kYT9b1ijxz9w79kfSCpJUrxDylkEGcHbv7SroxFTM39berpCmpmMfj31nx7wqF+OUwX7MVDkaz0mVMxc3IMK4DJL0n6XVJ25eIeSb+/aOk3eP/c+LfoQoHyrfi38Lnxwo1PVqUR9JTiX4Pt3IZfEnSSbHcC4oMf7RUv+T0M0xnZnK9Juc9uXwUEkU3SRpaImZCkc+VNd4uMq+LjONbTVKn+P/XFe5mrri81mmG8pTcDhMxT2cYz5ws/TKWqeL0ErFlt9mM4/i+wkngU5K+mRrWbB9UZl6fkrS+pCkKyYEW+4+M233J/YvCRcprCieZryU+cySdmC5PqrtTkX6F/eqvJB2c6lfNPqjk+qqmzBnXlSmc0L8UPwclhk0u8blD0iep8WQ5/mT5bcxV/D3H7s7p9V5pG4vDM+1bFY+pqbjZif9nZlyOFbfXxPzsI+mfCifaz0vaOzH8HkmrlplOxWWY5beR2gabPtVuP6lp7a9wnBmUXm6VYqpYX88pXECWK0+WY0LJcyqFxEixzwJJS1LjqbgcFc7xVqpQ5rLbYZn1XPUxQdLRGbfnTlp6DtVD0h3x/2r2ZZmOvVm2a4V9w8qJ7lUK30v0K7k/i8PvVajRW+juqvCbW0XSs4n+syRtp5Cg/EaRech0TM04Xy22/SLznWWfmGX5ZDr+VrEtbSLpHEn/ULjgH54YVvjN/7KwzanlfiHL76dwDC0cW1aU9EAqpjCtUyX9ID2PVcRMKPK5MhVT8Zot47LLtF755PvT4WtSSHpV4UdXLhu72N0Xm5nMbGV3f97MNknFfBr/LjKzL0t6X1KfVMw0M/svSauY2a6STtDSjHLFau/uPjNjtUJJ+szd3cw8jrvUM3B3mNkJkm5TYhl4fJwh3n06WSELuqmkQ81slrsvKjKe5xWWwwnxTufiOOwYdz/UzD5y94vKlV/SYgvPIr5kZicqnEw21TaxUH38Ukk93L2fhWePR7j7+ETMnxTuQLyjcEd6X0nJKt8FXc1sG3d/PH5va4WDpiQtif0K1Xb7uPtZVqRKu6T/WHgMprCsu6vlXb8/KGSt50h6yMx6KZx4NXH3Iyssm0zlKVc9z92nKWyHEz08zrKapx6JiXfyvVQZPFENUhWqZUZl12liuqsqnGh9xd3HxG1vE0nHVSjPiERnue2w4G9mtrm7P1VqnJJeNbNfKNxFkMKdtddiOTNXy8w6vSzbrJWpzp8qkync4Z4taVsz2zZRpjcsVDl1C9XfT1LLuyKSdIbCCeUj7v6kmW2kcNKZlGW7L7l/cfeLJV1sZj9w99+VWjbRPWZ2r6QbYvcBCncYk/5pZn+QtIukcy1UCe4Up9dsu68wrZLrK0uZzewOZd9e15K0jcJd3p6Sepk1VXfdQWG7W5iehMIdoKQsx58svw0p3OktPM62RmK+sm5jUoZ9a6HcZjbE3R+Jcdsn5kWSrrHwmOSdKnJ8SjhTYXt9tNj2Go8TRyrcub1P4c7pzLis/q6ld7FPV1j/j6emV3i8JOsyLPvb8Pi4ZLH9b+xfzT7YYr8/m9kzCr+Rr6S+Uikm6/p6WiGR+lapsinjMaHMOdWHCommd9IjNrM3Usuh7HJMlHlNSe+WKfN7FqrEF/YvByn8hpJKHhNSZaz0mMY1ZnaSEtXMJV3m8fGp6FN3/8LMllhov+pdxdqbWY7hCZmOvcq2XV8r6X4zm6CwbR6lljW+yu3PpLDNJR8t+I+kXu7+qZklz8F/qPBbvM3dn4m/56mJ4VmO4Vnna7qZ3ahQQyz5m0/WUiy6T0zJsnwqHn+znOPGuM4Kyb2+CjcR50j6sZkd5+4HSlpgZqcrbKc7xvhm7Xpk/P0UtssP47b9tsJjNs1izOwgSYdraS2hdBsiFWOynAMrwzWbmW2r8OjTppJWUkhAfJLab0rZ1ivyrK2zJMv7o3Dx/bLCReRvC59UzG0KG/M4hQPw7ZLuTsX8Isbso/AjfkvSWamYTpKOVbibfrOkY1PDp5b5PJA1JsadEufp1TjNv0s6qcj8v1bk82pi+POSdon/m6SfKJUdTsSuJalz/H81hYtnKVTL6qWwE11L4ZnOpk9qHFspnBz1VMii3ipp28TwaQon6MlM9NOpcdym8EjNBIVqnhuVKO9WCncsXlNIIMyN415N0v4x5lJJ/yvpucQ8PpkazyEKdzjnSzpbIdO7X4Ztb4VU99cVTuqejt1bKLT/kYzJUp6bJJ2lcKJwuMLdxYtTMdvF9fJ67O4v6fepmDMVEmndFKqSfk/ST1Mxhez4DwrD1DI7nl6nt0japsjyuFGhWmJh/ldRuAgaWu6TYTvskRr+rMKJ0gtxnT+llrUE1lLYF8xUuKtzkaS14rDCHYfrFS6EfhM/L0r6U2IcT8XxP6twoC83vbLbrMIjE1dLeiNO+ylJVySGF70jotSdEUnrKlRvfEfhxPdaSeukptVZ0o8ybL8Vt3tV2L/EmMOKfYpMbx9JFyhUmR1VZPiqCo8JbBy711eo7puM6a7wiNXdCo/sPKCl+9Zq1lfJMquK7TVuM0cltvffKrRLIoUq+MPT8xmHPZTqrnj8KfHb+FJq+EEKd+UmKpxgvybpwGq2scRvvuy+NcYNUDguzIvTnSWpf2L49xUuWueV2n6yfBSO24dKWqXIsEMT/z8Rt7EjFfadhyu0O5B5/1Lmt5Gc74r739g/yz54UKp7daV+P5ViqlhfUyV9oJAQaqrdkxp3lmNCyXMqhTYEti6xHs9NdWc5jg1WuDgvV+avxP7/Utgv/kXh4jnTMSERMzYuo3cU9uVvS7o5FfMnhd/WTvEzQYnjRoz5fVw+xyscY2YpPJ5U7bxnOvZm2TfE/rsrPEZ3vqRvFRlecn/mS/dTM7V0vzFd4U7/apKuKzK+1SV1K9K/4jG8xHytmp4vVbh7rzL7xFYsnyzH3yznuBdo6XXL1qlhL8S/X1K46bNDYhtP7xeybEPHxGW4o8L1xLsK7WgkYzaL6/qg2N1H0mmtiMlyDpzlmm26pK8p/G46K+zPz07FZF6vfPL7sbgyOywLDRm14CUaLjOzoQoZt3u8dKNXK0vq4qlnxMzsZA934sr2qxULtTV2U0gu3Ostn7/NMo7V3f3jVL+N3f2l+H/Fhv3iXYPvKdwJ+KdS7Sl4qhGnCuV50t23slCbY8vYb7a7DygSu6nCc3Q/UjhI9SwxzjUUqrC2aEzNYuNiqenNcff+qbi+Cg2gmqT7PfV8Y4m7780ajDKzaQpV4f6QmNbT7t4vMZ6K5SkMM7O5Hhq5XFFh/SfbUHlc4W795DLTetzdt0nNR7N+Fp4TPUHhwvFoD3c9nnL3zRMx+7n7TanxFOs33d0HV5i3VRRqWrxQZHnKzK705g06dZV0uzdvhLFXse96iTvs8Q7EakV+B1Mk7ePuC2J3N0k3ufvu5aZTbnqlttnEuiz87SrpVnffrUSZu4VJePoufCZmNtXdh5cY1sdjA7yVtvuM00rWSOgSxzfT3fdtxbjKNhYc19mNCknc4xUuQv/l7j+rZn1lLXOG7fUr7v56qt+OXqEBwXLSx58s++gYZwoXM0sULm5MoXry2yWmU3EbK7dvTcWtHsuS/o29onBRVaqNiELcRpIuVmjbwBWS8j9MbKddFe5Ofx67Oykso0Wp8fzN3b9ZZjoV9y+JYSV/G1n2v4W4Svvg2K9oY5atiCm7vuL5Twse7u4XYioeE4qMs+w5VSkZj2PPKFzQNGvXJFnmapU5JjylcKE3y937m1kPhQTEdxMxxc4fWvRLDOstaXV3n5vqn2XeMx97FdqHucHdPygz319SqCnxhcLNkbdTwyvuz8xssELbaKZQU69FGz4xZoJCcs4UEpVHufuMODzTMdzMDisRd3Wx/qVYaBw4yz6x7PLJOK2K57hmdpSkSen9Vxy2hrt/ZKHmzHUV1mfZbSjuJ/d19z9XOx+tkfEcuOI1W+Jccq7HxjKT+/Zqj3XIrw7/uIe7X5XhRHJbhdoDC9x9Wjw521KxAcwYs6pCLYOvuPuxZvYVM9vB3e9MjOpwhROppCPS/bLsWCvFmNm57v4zhaqtSvVLTmtFhQRCoerhgwo7iEIVryUWqjgW5qtQBb9QlbZw8F1PoTGnB2L38DiuW939twoNAl7q7t8rVm4zu8jdf2glqkr70irS71loJdjj9/ZVquqpme2pUFV6R4UM8AMKVejT02zWQnTYb7VoIbpktV1r/qaNd7W0qqjMbG1vXiU5S4NRq7r7E4VyRMmqtmXLk4yJf8tVz5O7v5GaVrrh1M8tNPQ5KU7voCIxlaplKg6/KUO/z+JvsTBvX1WiSp+ZfVfhDsVKkvqY2QCFNwEkq8//s7CdWahufJfC86jJ+f6HhcakCm8UeNjd5yRjrMLbWKJ01dXPlFjOhROm5P4jdndTuKuQvOittM0WqqiWq86vuL6vUailJDN7T+Eu//HK+MaJ6G9mdonCBX2yAauZCrXABtnSN1w8X2q8GfYvcvcfpL6zRpwHWelq78VaYB+ryo0Fr+PuV1hIDheqTU+L5ci8vsqVOdEvy/b6hoVq5sm3QLR4fCBe7BQaXXzCYwOiieGdFfYpvRWP22YmD49gVNxHx3lyM/uLuw9SbNitmFLbmCdams+4b5WlkrcxLpm8fUZSixPxIq5XqGE2KnYfqLDfKlzM/1XhMaBCQmVVhRpm6YTEVDMbo7CfLvZ4ScX9S5yPwluxnk/0O8fdT0uMs9L+V8qwD7byjVlmism6vjJe2Fc8JliipX+F33JvhXXyWSKm7NsJEmWqtBzfi+cgJZlZseEfSZruscHtjMeEko9pJMtnZl9191fieDcqlNnKPM5rZgO9+ZuKssx71mPvgQp3m5+0kLCYoNCmTdO+10Jjp79U2H+YwhuWznT3KxPjybI/myXpTS3dT7VIbCgkTE5w94djzJBYpi3ifFc8hkfJRpybkskKDZD+1EODnEXfxlQ4JlpodPMBd58cu9e08HajvyTjyy2fUtNITyuqeI4bx7lW3Bc3ezuOL705+iWF9TlTYXnem1yfie+U3IbitnyipLJJCjN7rdj8eeIGZJYYZTgHjtdsKynUupBCzZHko1JSOE9aSdJsC294eUtLG5bPfKxD/nX4JEXGE8lL1fxVT58U6TdB4cC1Xeyer3AguNPCc1gHx/EnfxDd1PK5R6nMjrWKmF0V3iCRtEeRfpcqnMz/PnYfGvsdU2m+pKXPkJnZnQpvsHgrdq+vcNLYpJCgsPBGk+SO9XUtPcGfpnDxnpR8juz7Ci1q9zWzfypU0Rqdiv+zwqteLyqUp4QsLUT/VqFq6npmdrZC1rnQWnPyTRtfUagGawrVNF9X84vIdSQN9HjXMV5Q3axw8TZDoYXpigenCuUpuDyeQP9CYQfcVeHgmZSlbYKDFRJoF8cyPRr7NUlc6K1uZt3c/dU4LpnZHgotN2+QOglcXS2TL1Ko+nuPpA3N7DqFi8sjU8O3VriwkrvPtnCXKVmeX5jZuRbedjBI0jnufksyxsxOVngEqvDM6bVmdrk3b2Mgy9tYrpH0hJndFpfPKDX/jRZk2X/soVDt+WJ3f7PIOO6w8DrG8xR+564iF0cKv410C/R/VLiTWI3CxVvyIsUVqid3itvv19MXmVKLNjkq7V+KWaTwakK5ezUtno9SSB7PjN99MyYYkgonM29ZaOPjTYU7KklZ1lfJMieMU4XtVRnekGIZXr+qcFG9WEXeglHNPlrSY2a2lbun98FJpbax5AV/1tb3yyZvFU6YZ5vZVBVvI6LA3D2ZJLo2nlwXdPFEjQ93X2jhxkJaYf+WbOHdtbQ9gIr7l2hfM1vs7tdJkpn9XtLKieFZ24apuA9WWH6bFbsAqSIm0/qyDM96lzsmJGRp6T/L2wmyLMcZFlryn6zm21Dygr+LwrP9hYv3fRQSZEeb2XB3/6GyHROmx/30H+OwhWr5lp1TFZJhryr8nntp6XGu8JaQLgrrbE6M2ULhptiQLPNe7bHX3V+W9HMLN6T2VLio/cLMrlQ4Jv07lntLX/r64HUk/S3GFpTdn5nZDxQe83hH4bdtCtt1s1dDKjQa3ZSkd/dHLCSsFceT5RheKZlc2E4qvY1prLvflhjnh/H495dUXLnlU80bnyqe41qGt+O4+3/H9bmbwvZ1iZn9WeEx0VdiWJbfz31mdopa3rBI34Qr6KLwFpXkTbysMVluQg5TeDxjnsL2s6GF19wmax8eqvB4/YkKtVI31NI3RhVkOdYh7zwHz5wsz49iRlzNn/9KtxpfrOXn9DPK0+PfFq32KhyEhinsRIYmPgOVapegRBnXUOoZylIxCnctn1I4aZ6b+Lym4s/8lW2xutx8pb6TfmauU5F+31WogfFJLM8Xatn68UxJmye6D1JsETkVt5qKPKsYh41TOMF4WGGH3+KZ4WJlLrNs+8bxnChp0yLDL5P07UT3HpJ+k4p5TokWxhVOWAvtShRaT95I4Y7fIoXHYh6R1Lva8mScp4rPRmYcz+C4vc1TuNM8R/H5Z4Vqr4fH/ocnPnsr9SxvYnzrKFyo7Clp3dSwYi1jF1qc3jvx2UfhwH15oV9qPHMVquomt6X077ni21hiv4EKJwsnK5ygFJunivuPRP/VlWqvReG39M1EzMoKr1ws9v2avZWkzDrfROEEPd26/Fi1bJugYnkULlALz4rfqfDc6zmpmLXLfWLME/Fv4Zn4Yut1T4V9ZT+Fu7szFBpRrGp9ZSxzye010Z3lDSlzJK2X6O5eJKZiq+TKto9+VuEi5hWVbo8jyzrNum8t29q/mu83mj5FxnOOpNMU7sj3Urio/UViG3lUIUlciB8k6e9VbPOZ9y8xfhWFWowHKVxYX5QaXpP9bxzXTZLWX5aYKtZXsWe9/ycVU/KYUGS7z/I2gHJvJ8jyjP/UIp/02wkeUOJcTOEG3QNxHp+N/TIdExLj6C1pixLDVla4MO+vIm8qUKg5kzwP6idpYtZ5V+uOvVsoPKLzgsLNkG0UagcX3sByv5qfw6wk6a8l1lmpt9q8nGU7j+X4g8J581CF5MfZCsfbgcpwDC8x3hUVz7tid2dJ51X4TrE3ebR4+1vG5dOirbJi/RLzVOoct+IbBxOx/RXaT3leIfE3S9Kvq/j9vFbkU7FdIIVHeaqKUYZzYIVj9iaJ7q8r9RYxSScXmdbJqe6Kxzo++f90+JoUCq+0+ihVvchTMa9aaFfh0th9gsJJaVLJquoeqif+Q0trI1Sr2F26UjGHKjS49iuFk7aCBd6yRXSpTNXDqGwV/IQHbWnr+65QfXBqKma8Qsb3rx7aTBiucBKXtK+km+PdiiEKVdWbnru3DNVS3X2cpHEWWkU+QOGuznx33yU1rSxvXThTIdkx0Uu3fryVux+fmP7/WXg3e9L1Cpnb22P3dyXdYOGtK8/G770qaZfYr5PH6uZZy1PsrnaSJ+5we3jG+5Ay4bKlrVSnx3NUorNktUwP1S/nWKgmaypfPU+29PGBu4r0k6SnzexgSZ0tPHZ0ksKdCqnle+dnKZyQfDfOQ7KlblPzbbxwRyep5NtYrPljPvPip1De9GM+Uob9h4Uq5mcptEJeWOauUG32CzP7jeL+w0MV6VJ3O4u2QG/ZH6cqlKeHpP+R9GV338PMNpO0nbtf4eGxuHMtPO/5fyXKUVBp/yKFmmwFSyT9w93np2JmKtwNSddWkpbe6f6zhbd7rGnhjRBHqWVtk/0UToyeljQ8rsvzlXjLkrLt77OUudz2WpDl8a1O3vzxjvcV31qS8H9mtpu7T1FpWfbRe5T5fkGWtxxkbX2/bGv/nq1qrxT281J4E1DSUQrzeoCkm8ysUEtp/cR3WjCz7ym0NfGmmf1Q4UQ/qej+JbVvOEbhbuujks5M7huy7H/j+LLsg9eV9KyZPaHmNQVGVBGTdX3J3V82s84e2veYYGbpbbpsVf0oy9sAsrydoOJy9BJt66RsoHBRWKgqv5rCvu9zW/rWiYpv6DJrevtW0+MOZra1N38bmBSSZL0VkiH9LTyalayF1ze5Ltz9aQu1fJPzVXLeW3HsnaHQ7sMV+v/tnXm4HUW19n8rAZmDgFzRq4wiGBGRWeCK+IlcEBCVwYgyKs6iKCoyhEEEmRRQmQkRQQkiMlyEAEkYAkkgQBJGBwYFRUSGRANoYH1/rOqza9fuoXqfPufsc1Lv8+znnN5du7q6u2rVqlVrvcvIDLN7niki+zrd4il3fBXWJz9Cp5dIlTz7M61nXIbsXjMP0MzjYita3qtVczjBfDcKC9vrC3Vx73eTirbcLSKnYV5nihHCzvaukeldMc+nMvwmRsclIuOgm8P2xTJ/nA8cqqr/EZftBSO1jRk/HWGlIaQ9TGkUZqhcoW6ZGB0YS2f8iPeb34mFlfrYl+rQ+pi5LqHHsTgYKWIUyc9jluXMrf4mLJzAx9F0uqrv5xeQyLQ4gWAd7cpPiimjFo/2oogs0k4SoYtV9dNBu/NcD30FaHzVfQGo6pfFCNqyGMFz1XORc/iPqv5DREaJyChVnSoiPwjqeVREPoEpd3/G2Pn9lHSxbsRgluGnMaU+L+3WNsB+YrFyWWysqiPacXgcM6ScIeZueBvGrH+VV+ZZETkCs0IrplS1hfGopQu9zl1TgM9rizBqb+hzYZyAuUie54T6d4KFR1l7MoG/HuZemYUW7YKFEvRBImJwcSE9Dktj7vRhKEKpW6bDVthu4uPkuOeJpUxdFniDWJhKpmyMAd7s1fMV4HDsXf0C24U9zl03JnVVhgmYMpH1z90w5awP6nhUvK+ecEY1aA/zgdY4zBSpMAbZlx+K7biE8uNQLB98EUHgZBH5OMbx0rFo8XAAlj701649t2K7nVmbTin4XYiLsOd0uDv+Hebu2fecnDGuMC2qQ5V8QePi3K/HvMmugz535g+q6je8ek4RIwuej42Bo7STLHhD9UgBVfU5EXlPUKbyfUW2ubC/eogJ34pJvzoDuNIpoP8hh7MjRkZrXKx3UR/zESNbocJ4K3GuvbGK9PpYvxDg4QJjR4blsVSRr2AEtjtU1e/gy4bs74fdR0XkbI2Ig/cQI4OPjmhXVZnY91Ua6+0QMyfsj42z41X1MRFZC5s/feyFhbYcmwzZ1QAAIABJREFUqKpPi/EbnAxQ9Py8a/Y9xzKDq/eTk9w9TXP3/j7g+64f3uTqLJsTMsSEb1VyiAAPiaWl9nWKkIw7Zg4vnXs97OEWiHm4AtMt/ug+Ga7KKVslzx7FjKX/R7uxLEzbPS04VlfOT7kdzuEX0okYY/K9YmHYl9MezpBtbHwF88q6zB1PpjUvQkvvKnw+Ui/8JkbHfVIsrOg3WDjG83TKhTdgXl4hh8trInJnQf/JyrTJIalOq3uq9/8irL/tGVRbWSZSB75bRC6gZSTfG2c0kuLQ+jF06uQxc11Cj2NxyO6xLCZwst36yVjqtrzc51V1rYJ5CggwI1xwiBESfQIThptiXgJvU9XDg3Lbeoe5grWqjLgsEN7xEpgr09ignixOtk95g77d2qj7ioWI3IRNJidgAvQZzAthKzFWbL+z/RcmqDNvlIyht4MBPec6X8AUnFUx3ofLVPXBnHJr5P0+FOqu7GqYQP0m5i65gnduZcyYk5ED3goco96OurTvsGVY4CvK4hi+RWQHLJzjSCztWEcsfEV7SrNOuO/OJT8G962YK9/Xcq45CvOC8bOE/BAzMGS7s3thu91XgMX9iu3SfDKzfovlAf+FGmlRNjF9DTNI+Nlf5gPnqeqPc55dLkRkIubW94I7XgkLvTkgKLcJLYbxW1X13uC8P1mej3EdhJNl9l7XpX3yjlnAhu2+HlMockkCnZK/HDbWXyZnERqUXxF4LW8nwi0y1sfe1yOaw6gvcQzjZ2PvfjvsGe2OhVwc6JWJkS8fA36AjXnJuzcRmZ31F++7u1XVj3OthIjMAd6vjvHcvb9btCDzQEk9lW2uUVdlhhRnoPL765XB+Ucx2TqvwohV1ZYw1vujmDHjzJyyZX2sjmzdhJbxto3tP0J2fEBVp0hBBhNvoVGqaIvIRzA2/r+4Y8EWnB/E3MHPdd9HyZciiMguqnqN1Mwq5v2+QwY3gdj35cr9Ddtk+ToWOvVTNU6DrEzlnNBAe7PntzX2TrMF5B6Y6/fXvbK/xRlc3fy6BBaO8C53Xmgx/W+O9cNZGnADxcwJEpd96yEqOETEDPc+4fCtwFm+Xhozh1eNH6+uGEOOX34UFqY1P+dcWVab8Xn1qeoxQR3f8A6XxsL0HtL2zDob05IbHXO4KzM21P1E5P2qOs07npDfJLuWRGZICc63PR+3GN4IM1z5/GALgKnqZeCI0XGDa21LSXYcyeGAqzl+xmNhN2Mx4/iOmJyunX0r4l4qdWCnU3wJ791jMugVJ5/WIseTHFv/LPLqiZ7rEnoY2gMxJwP5IT/mf7Pg+C2YdfgZbIK+AnhLUOZqbId7uZJrZfwOc73v7igouxqwK7az1JGvuqgM5jq2AJtw57v/F2BWxBNy6rgn7ztasX+5H6/sAned8LMAmB/Uuxzm5rUE5o71VVoxlGuUfbw6zsWL1Sx4LicCG5WcH+P+Fsa3e2XPxzxrrsRyTm9OBI9IzjUfx3ZNnnXv4lWMhPQeWhwOGb/C6cBH3f9hnG5le7CF4FLe8VLYzqFfpjIGN+ce1gP+EHw3teQzJezv3u/yvvtKxTN8u3v/k11bp9AZW3xvzu/yvhuNGUVWzz7B+YxPZgdsbL+bznjoz2BxjM+7+30JU8rCa52EWfKXxHblnwU+FZR5D7azVpb7e2UsTnjb7JNzrc1oxYM/ThAPju3o/hnbqboFC5nYMaeeaRg/SBZjvCW2mO94h97f5TFG+Er5Ehz/gQpuFcwL4QhanAOHY2zlUCyD5tMpg/bBdiSPwxTGh4FPd/G+Ytpc2F+J4Nio83HPZ1TBuToyOoavpbCPUUO2evVtA+zv/l8VWKtCTvjz5zHu74Scz4VeufHYGP2bO/c08Kvgvke5/5fEjNunY8r9jFj5AnzA/f1Y3scrFx2bHpTJk8FbYmSj/8RCZ17Nea+VZVy5/6JAJuaUXYkczgXK54S/uTLzaOfMyuM+yWvziznXWtI7XhJb9Pll7sp5T/cFZWaX3asrEzMnzMTmlkxurhr2GSI4RGI+xPFoxM69v8U2PeZ4dYXcbJdicnE5TG7+FQshgIblWU77lsLJe3d8AYGOBxyd87v7MX4awXhizqQGF42ro3IOq3o+fv+MGD8xOu6xGDl+2XojhgMuZvzMw/T2rG+8Ebgm5/18EvguZoQ5CvNk9Musguk192CeD6fTyX9RqgO7vv3zyPf2Rsy4tTMep5N/LbrgNUmf3vosDuEev3a7G08BiMj7sNgzf2dtAiaA9nDHn3Lfbe+VORXbMThRLO7zMuBabffIiHGVRCJSPZWUOQE4QUROUNXDwrq936+GxWEuI+bu7LvYL0sky7RGsu+LxSlepcYL8RrmwtsHzdlhK0ClW6p6ad4KcCkmuEK3feh0118FE4wvAM9h6cza3PPE4i6/Rafbu7/bdT2Wku0G95sPAf+LhfH8FFt8znZeEGsBhzkPiDA+vbI9xGWdqIzBlfb0j4op+N/yK9G4eN9C97ygrjPFmKbXxAs105Zb4eUYSen55KfrA8s8sZK275S3yTGJYxjP+sSHMUv+HLfj5uNgbME2Q1W3cztIx9CJD6nqt8RSmT2JyZGptLs3n4ON5Y7sDK7NeWzed2A7Vj4uoDwe/FRgO3U7n2IcM/+HKak+DsEU8XVEZDqmbIc7J1kYVkda1Aj54uNvmuM9EGAc9s4yD4Jb3Xd9MkiMr+VprJ9lseFhzOvPxDzaPuDKfEw7vaxi3ldMm8v6a57s6WsmsLbUSL+KzSXT3K5xmxt1rIz26q6K9S7rY3Vka7ZLV5Y2tlR2qOp497cq3Gt3bFF5r6ru73aOz/fOL+nasyK2szZFVY933y3jlauSL9ti4zjjWcjeXyZjsl27qNSQMTIY+DGdHpohh1VpGRHZFZMNb8Y2Y9bAjHnvDNozDdsYWQKTQ38XkVtUtY8PqWxOEMsoA/auZ2EG0yLE3NebsTGeeS0uT3uIIMC/xLxB1bVhSzp5EWKY/mPmhMJwB2mF6K5ABYeIWPrVo7H34M+F/viJ4dGImnsxkupJYhwgqOoiEQllVll2k0p55u5rKvlhTlWeQcvSLjt2wNJgn+bpB7vSGda0Bebxdgf23LOQZaQiBSk2J9bJThaT/eVGN9YKxw/NhSHHcMDFjJ+XtTOt7jpBmZgQlV9i8/bH3fHe2DrJ54or1YFd315VRF6nOV4jGURkDyzUZxqt9VGYESuK1ySht7E4GCk+B/xGLBXpxpjL205BmVVVdYJ3fJEYmVYftJV2azSmAH8Wi5HzFclPYwtMPy3Ox+lETKqnqjKHi+WrXkuND+GtmPU+I/LZAeOWeAumnPgu9t9V5yYrIr8EDlJH4iTmMvvNnDbjzuelF82Ey0IRWVFbeZy7Qb/JblR1Z/e3I445VDpU9aPu+3dgz2yqGGmYn7bwEkzY7ozF2e4L/D2oelNtJ9ecLCLfV9VDpOUSfyDmEvioqi5077RN+Y5pj6oeLxY+kKUr2187XSFjYnBXkM5whrbJXOLcRL+Aued9Fc89L2gPUh2ru0hVzwp/F+BUjAQum4z2wFjBfRyMsUPnpf/NMFuMB2Bt4DsFBqNK8iqHjNRpJ8zV9rlO3ZZFgaISItYgUhUP/ox6rtlYjLBPypj97h4xN9IsTCOPcO1a6UyLmi38SuULkIVMgCnSl2Hxtb7S/mvv/+fcMyjDDqq6hXd8lojMxPq6f28P4shqC1D4vuq0mZL+mid7csrUMS485j6vc59CFMlohwm0Yr0FI38LXb4L+1gd2epQlTY2T3b0pU2VeLLgl3IUbX/Rcxm2+7mCO3eHa++naR8fpfIlM5q4dveR32WnpX5qyEoZ7MpVkVlWlTmO6gUNWFah+c5oOkFVx4vIXL9A2ZygrZTgK2CG2eewxcuvVPVvXdzXiRinwFR3vC2dC9XM4Lq2FBtctwM+JyJPYDvPeQvDyjlBVS8RC7HIwh1284yZsXxAYGPu69iir8ggXzmHEzn3EmfIWVKMoHA34MdqJIzZfVfKMwdfd1waGyMd/V7aw39HY+/M5zp6BgtBuEREtsDmhjz58h/MmL6Mu95jqpq9s6oUpH9x53al3bCzAHs3IQqfj4fK8UOEjqu2YXmhtIf9HkS7Ub6SA4648XOXdKbVnRGUeYt64cQFWFlVfU6m74nIbkGZSh0YM9BMF+Oc8DlEfF6TIzCP+GegbyPxJsxDLkPMXJfQ4xjxRgpVvUuMBXcyFuu9vaqGC8xn3YI/Iy4bR0DCAn07LrtgHhUbU+wt8BL5C4wMT2KCMMMCOnccqsr8hBaB03GYYPkJjsBJLfZ1YmZNDu7Dn3AqWabdb2J2Yl4G5onIjbQLl5AsrBDZMwwV7W4g5nlylHc8Cttx2Nv7bmeMWOd9mHveFMxq7WMVVb1ARA72jFUhL8FzIvJtTCEDF6cr7Yzl2XNdO1+fj24P2EL/r7gxLCKrZ4sRp3xPxqz9WQzud7UVg3uoK1eZi5sIgkXM4+hH2kmOFWJTcmJ1pcXncY2IfBHbqfIXhs95/8fslMcwjB+ITXQPuslydYw3w0cMeVXW7oexcf9FN2GGnDdTxTJ8XFNwb6UGEWkxZ88Sy3Dhx4NP8xbXD4gRuE5y5/fAXKrbIBYT/UXM0KXAbWKkf33t9hSOK0TkWmDpzAAZKV/8jCwL8bL4uGv+WuplJXlVbBfrl67sOIoV/DKUva+YNkf3V+iTnVns+TRVvTY4n8dn07qo6nMaxHTnIUZGq+ppbtHTYeCs6mPBtSplq8O/VVVFJFschZ6FGzi50Sc7xDYUsmwssYacu3MU7T7mfVU9WoyocBH2ri7AxvVcbAc/KxcjX3C/fQEzvmR9R6m58ImUwTEemlVlYhY0YNkG3oQtjA7POQ9xpLvHAMdIeQauyvtS1Qli3kOZcfI7qvp00J4HsTG4EHvOv3Ft8hGz+VE6J7g+PleNT+Dh8Mdaj6voRS3JnBQ7hxM/98Z4zuVlN+mYR8vkmaqGXhzTc3QlsA2fDIswzzXfmCFqfA+7iMjRWOjiijn13IXt8m+GeaGeIyK7q+ruqnqNa9NE1+4xdtjGsTNHRC7NDPRiHDRvVY9DwkPM86kcPzE6rpNVYzHPqtuwdxVyvbwgIstjhqlLROQZAoNQ5PhZH0uBfrbY5teKmOHLR0x2oKlipPhZEoDdcZncRGR9VX2YCB0Yk6F/wUJQMvkf6gaVGbHK5rqE4YMRS5yZo/SOxSbB56HD9W51zPXwve43dwBf9XegxHbVtsDc+idhwrnNyi6d5JDg2Jgx16x93XcbYeEmbamMVPXz0to5KizjrlVJ4OSXC77rI6kTkV9gBgWfZXp5VR0X/GYOpji17cSo6kFemW/S6WEwRmsQ1RQp2qr6ztIf5td1EbZDfIKYN8PlWKzh0V6Zn2BC/jYNiLS8MjNUdUuxXZYzMAH6K1VdxyvzBsxdvY8gDjNUvQj8TFU/IS1rtg/VdqLKmPbkhjP4u0KSQ0SYU888Wrv3G4nbvVfVvbwyMQSLP8fGzhXY7kGum7yIXI6Nq78G3z9Gvuu4/eO5wLqx2oFgrF6AeQgUMoyLyFk4I5+qvsMpJ5NVdTNyINXkVSthMeCvipH1jvGVAe8ew3ZnbrJXYjsKX8PG2fNYLOlO7nxe3+mrBkuBXHheO4lFJ2EKfRbiMA4jaN3DK/Ml4BJtJxEcp6o/9cqUypcqiMgmqjpb2omC/Ybf4pVdE4tl3Rq75+nA11T18ZhrBdctfV8Vv63TX0/Extgl7qtxGHfRYV6ZxylJv6qqa0uEG3WMjHblNsYMoa8B09URHVb1seBaF1EhW125b2JeAttjZGcHAJdmc4KI3APsqy1Pvk8AX9d2j5lacP1kjKqGO5hIK/3fWngeENrKKlApX1y5QvI7McP0z1Q1JgVpjAxeA5sLl6SYzLK0jOSTWm+qqlnYTVbPHhiZ3e2q+kWxlMInq+rHvTKVc4JXdjXMUPoJYIVgjqq8L1fuv+kMi7jVOz8J8+Dyx1ibLPPKFnoZxcwJYhnQDgv7Q3CNGKLgEzEPgl/TPkfd45WJmcOj5l5XdglKPOfc2Ngd8w4ajS36RqvqkUG7C+WZtBtcR2GpWM9Q1TwPxLL7OkZbXkvZ5s0hGoSNiMim6hHxuu8+raoX+2Uwo9oK7t5fAA5QZ1CRnBAnjJ/pkKDemOeTjZ/pqvqFgvFTqeM6feDNmAHuFizUI0xrvhwtku29sfFziQYepBHj51FsY2eKOmN4OK+LyIPA2zBvvrYQFWmFrAlmZMw2DkYD/1TVMSJyrqoeFKkDVxKZihk13017Rqy5qvrt4He5c13C8MFINlLkKr0ZAuV3Iqbs+nGop2g70/D/AjequSUWXfMkbIBe6r76BDZwX8QWr0VuZ1mbjpECdmS/jLvWTCz91F1qxopVsQk1UxrWx3bQTqJldQdzOz00E4gSwTLtyt2tqps6Rfg9aq61s1R1c69MqHCOw55rtMIZq2hH1iXYZDoPc/f8rar+sIt6dsas2W/FiJnGYIrk1Tllx2CM+P+se50a7fkDsEU4GQVlfgJcpCUxuJ6yeZ+r75UcA8Q0TKm/0fWzLYEfqOq2QV1jMIVlf2zCmoC50i/wykzFjG+5sboisidmBJgvIkdi3krHBYqbbwhcBltsPBJM8LljSL3daIk08sVAzAXUH0O3AGdre2aXZQg8F1yZl4LqKg0iTSDvXsPv8hYe2fOKlS/uN0tju5Qhp0tUxoSmEfm+Ktsc2V/nYgRwr7nj0Rhvgr9YO5uK9KtiGTIy9LlRq+q3vDIxMvoobNF4BTY37YZlBvpejUdYS7aKpY39kLveDeqljXVK/K8wJXsbzKthZ3UeO1IRV67tqSg3pJPvxg/PQWynMIutftUrd6o7XylfXLlzgTO1YGfRXWfXqvEbI4ObgIicio3TUbQWNO9WL1NPjbqmUTEnSGQGrohr/cDV8wCt0AvV9k2mGFkWszCMydwxBVukz6LdW9Rvzx+AXSoMBrEbFqVzuCtXOfe6cmV8UFmfzbyDXm0VaTPul8ozaTfgLsIWtceq6u1l99AfiHHmrKvmNfAGzBj2WNDmL2k7x85PvTZnc9pnMC+K8SIyV4P0vDHPJ7K90TqutMJ+v44ZRN4Slqm4Vsz4uQfz1jkD03E/hZFr+kaKNfLq187sQGHoWl0Pow4DSd537r4y7rwszGlL30jR1FyXMMTQHmDvHOgPNiF90P2/LCbE/POFjN5Esnm7MtNz6pnu/s7rtv0F97Q35r73JBYz+wgeezjmeTEBc4Oa4H3OwFy7/LqWwWL4y653E0a6cyZmvTydIHMJFst5D/AOjLPjNixGr859ZRlS5tBiY59Vsw4/U8kWmHX8JwSZS1zZKFb0iGu+C7gX29F+AlOCNwjKLIu5k57rjtfFFPJa7cFI/kozkGAW+EVYXu8idvUrsV3bozEhfxVwXc6znI5NztMxN9oOxmpX9g2YJ8DjGCnV7/EyeuBlrSAngwUt5udtXHs+AsyMeNfndPG+Klnaa9R1Phb69QH3mQCcH5SZ5Mpt5z7nApO6uNYbMbfq37rjscCB3vnKTEWu3EXYpJ4db4Epbn6ZuThDtjsejWMPp558uRwLSfsj5k02GTg9KLM1cKPrX49iyu2jQZm3Y9k47nfHGwJHDND7imlzZX91z3Bl73hlOsdhR+YBnBysuI8wG0uMjH4IC9vJjpfBFmtRfYwasrXG+3g7Jq9uAJYJzu3i/u6b9/HKXYhtAkz0+uKFOde6v2bbcuWLa++/sXm3Q75iruF3Ybuqh2SfnHoKZTBOPtCZKWOu1/cqy7jzedkK8rJAxGS+qZwTKMnAVdTWsM2u7CN4mawK6ruIalk2BwsHyPS67XDzsFcmJnNH6RzmynTogV2Oi8o53CtbNfdejHkI/xSTD2fSmV2qcmwQIc8auvfKzC+u3HgsNOx37vjN4fPPex/+d+65vgmT8ZuVjI2Y51M5RxGh42LhMD/AQr8exuTZAe5cnWxOMePHz66xn3seT+aUK8zS5L6rzIZGiQ6MhWSdiektZ3ifi3KeT6U8I2KuS5/e/4x4TgoR+SxGOLMyRtr33xgju8+aX8bovS1xbN4Ay4vIFqo609WzOaY0AiySgrjrDKq6a0wZ97eMwAk1FuCrROS9qnpnUX1uh+FkjIxtLTE+imO1PRYcTAF/GbPoZjsxPtERqvqomLvubzD3sQ9pzk5xBSrj7CJwanD8PKZon4o9W99lMI9h/G3+j52Xymfp3IXwd4LPwZTQqe4378cWolt5ZSZgxovsuyfddf0Y9cr2YIu4aSJSGM5AHDnTR92/R7udnRWxcCYflfG+YjHkB2Dj62Jgc1V9RsyN/iFs4kGrLerZ7sSHsZ3tq8TiUcvu4R4RaQvRkLhsLIUs7V1gM23fyZvidkt8rBeUmZpTJgYXUR4PPoHqTEVgivw+IpK5La8OPJTtJKvtIt0ATHI7/YqRxl4P8fLF4W2quoeIfERVJ4rIpa5uHzFEcudhu8HnuDbMdXXV3RmJeV8xbS7tr87b4BRaxGUZ+V2YlelZETmC9pC70GU3dKPeFEtR7aNSRmOLmKVp8SgshS2CfFxEcR+Lkq1SkbkEM+T651fGFogzRQTX/9AgrrwEW6rq2IoyEBdb3Yc8+eJQJV/z4qrz6i+TwRmR7M4dP2yhtIzzaPgixkXgh7+sgBkYQsRkvqmcE7Q8A1fW1izu3c9MsTAo+yhmMOnIKOB5vSxJS5YptikVem3EcHJUzgmqeosYcWjWJ2Zpi7wvmnRXLMvMeNq9uY7VdtLxyjk8du6lgA8qQOnYiJFnYuEO16vqAifTNga+p/Xd7GMyv0A1MS8U8zhlO/PHYrJ9uhqH3dqYkSdEjOyImaNidNwd3fnTNQj71XqEy4Xjx8PZXt0XuXHVxkkh1VmaII78u0wHruTz8eTZ2hHy7HGq57qEHseIN1Jgg21zzEqOqv5eLC7Rh8/orRjpzfGu/HhXJpfNO6jnMxgj7/KYAJ8PfEYsduwEzEII5oWxGu3x4I+7/08pKxMoq8/QislCRFZWR9omLUK7T4qFXbRBW26y493zmea+v08spjcs/y/vsE1hlE4ujlyFMxIxinYpnIAchXmWXBZRvoph/CrMK+QmihdQy2UGClfnNOkkiVtHVffK3oeqvuQm/rrt+ZP7FDL9a00C0hIDws+wfvx9dzwOU4b8eN89gB+qF+fo6lwoIgeIyO2quk3OwiWM1X3KKRMfBH4gFgPaRoYk7Wz/ozAlKORBqczGUmXkq4lXRWQdVf2ja+PadPaTe0VkS1Wd4cpsQf4ioQpVqeQqMxU5VDF1g6VYOwiTfRmR2/mu/bHyBYyBHUw52wBLI7pm8JNSIjmHZVV1VjBk6howIe59xbS5tL+qqorIwdiu4GbYM/y2dnJfFKZf9ZClAAS758excJQ+VMjoLFziFYxc9UZ3vD3Gn+OjsI/FytYqRVoK3IdLyr8dY7hfk3ZDcWZ4vFNExmpBSIE3Ry0B7C8Wh92R/i9SvvTJ1yJoBNFpzm9uCY7/WnWtqjJugfRbTP/wDQcLNCB4dYjJVBQzJxTCm5u21nZOjO+IkTr68/1CjFjzZtoX/F+l3HgTIoZksHJOEAvxOpn81IeVpLve8YXA/ZiuCZZlZgKm92XtiZnDS+de76v7MX2yjQ/K1R81NiLl2ZGqerlYSMUOmD57Fi3ixmhE6EFQTcwLLbLG8cH3W9EKsenjO1DjfvA5JKKej0PMHBWz4fclMT6Xzd293ZUzb8SgbPxk/58TXHs2ZvjyEWMMismGVqgDq+ocjMj0Em0nUfVRKc9qznUJPY7FwUjxiqr+W1op5pYgMC5oHKN3EZu3X89dwLuclVzUEc45ZIy3iMhxqvo+79w1InKrq+OWijLjaMX89V2a1g5VRtpWlX4pwyJVfTFHEWmDlJNB1VEWSlGmaNes5zUx4r8qI0UMc/qyGhDy5OBRsbj0bFfoU5jLuo9/i3ETZBPqOnRauGMYzxth+o9EpQeAqu4jIm8U4+4Ab3dJVW/G3B9jdgD2xBbPp6jqC2Is2YcGZfw6FmHkmFcEZWKysaDGNt3B0t4FDsWeS0ZstSYurZbU2+2LQVUquahMRar6hDgmc9oXffd4/7+G7bKc7Yyjb9EWJ0+sfAE4113rCCxEbXngqKDMVBE5mRIiOXdv63j3vjs5SncECt9XzTbH9NcZ2HPr4K/JoHHpV8fSyWkSEsaVyeis7GxaxhAIsnY4lPaxGrK1EP6iWtpjylel5X3o43KsL55PvqF4ImaoeJr8BUTsHBUjXyohcd5cVXWUeqOoEdJVlsHeXV660TzEZCpqyitsORHZRh1fgRhnQjj3Xu0+HagyFLk6l1LVV4jc/IiYEw6nIPWhqoYypAzrqEemiGVCuS9oe0y2ntK5V1qeuSsAD4pIHh9UHf2tSp753mVnaYQ3ZAFi9DIwT79zgNeLeU0fgHkz9EFVtyu7kIi8BfM4yQiZbwcOVtUnXZE6z6dyjorRcUXkQMyoMoWWMexYtdSkdVA4fmoixhgUkw2tUAcWkUmquie2odMh01R1QzVPoyp5VmeuS+h1aA/EnAzkB4ux/C428WyPddrju6inMB4NL+Y075NT/iFgbe94LTrjgivLNPR8LgA+icUarosJ67Nzyv0BeMcgvK+PYa52L1IQZ1ejriOx3be3Yt4dK+PFU7oya2CxamOwSeE0zNXbL/M9YKeKa62EuYveg3FTnI4xjPtlPoS5df4d2+1/HHh/F+2Zik1ebZ+gTGUMbuQzvIjqeN89MPftidgu22PA7gPcT8YQcMt452a4vzdgytJ7gD8OYFuWxpTX7F0chouFdO+z8NPFtbJ48BfJiQfHwjaudn3sGUxh6LgOxrfwZ2zinpr1qaDMNPecV8Y8d2YDpw3QM+xrg/vktWdtbEGwEHgKUybXbPJ9DcB9FcaETbDAAAAgAElEQVSVY6kDwWKqrw4/QT15nCaXB2UakdFVfcyVqZStkdcaT0VMufu+g7cj5953xebJrseXV1+hfIn8/WTM0+UhLGT0QoxcsvE+NgB9diWMpA8shny14PxFVMwJkdfZBJunHnef++iS16TkGhm/xMUN1TcvOB6V891E4PXB87wwKHMnsI13vDVwZ1AmhkejdO6lgEODHC6NyPsv5cnA3PbPcedfj7nYz+niOpV6kFd2e8y75RRg+5zzB7t6BJOh92BhTdn5GzEj9RLusx9GCttN/8ibo9YIylTquBiXxCre8SoYgW+jY73GfX3TvddHsdDnO/E4T3LKb4vJ49cF3xfqwMCbvHffb10pfUbGZ8Rm98gg5pp6IB67OEaSVuvGpYTNWyIzcnjl/xdTMv2dvM+p6g1VZchxPQ2u1Rb7JwWp64CnVPXTIvJdzELtP5/jtDO7x3QN0pUNBCSCGbtGXY/lfK3qpQiMrGcB9oz+TcsNXNVLKVajrlUwd0nBFtPPdlFHI0z/kdd6CItDbOMuwJiiVS0F1RxMOWjbXdIuMmVEtMdPJwY20felE3Nl8rKxHK0uvn0A2hSdAq+h65Wmkous4xHgXVqSfUAiWM+L5Iu2s9S/iimRh2VyVzrZuvNkqKpLDRm0azmMcGxBzm8qEfO+Ytocea018r5X82Spk341JoNBoYyW/PTY/rVCJvuqdIVNydb7cG7E2sqo0NfHpBXe+FVs7gs9bTIX3ylaw0uhpD2V8iWyntmquklwL7dokBWpoo6Vy86rhWJUlom81gdUdYq0eBXCenw+hco5IeaaXn1jMM/TF3POrYu5do+l3SMlqp+JyP3YOD6KTi+ntvuKrO9kjAyxMPWheNlBir4T4/6aiHl0gHG77Kte2tyYOTx27nUy8yVXx9uB9TFi3FpzR5k8c+eXxbzL5qmFVr8Jm2cm17lOk8jkpIjsgIV/H4mla93Ync/LYtVVhh1pT1O6MjbPtM1jMTquWHjGjtn87LxKrlPVD9ZsT7/Gj1fPIdimR9avJquXpalmXVE6sJMLvpdnrCyrNdcl9DZGfLiHmsvyeQQuYF1gG2A/p5y1uZOGRoiINl3vhMf67quH1VwSK8tIRS572kkhwSygGfoWtMDObsLZC7PQ+4Roy9Lp4llJBtUQ/taEgQJAVdeqKiOtlFnhb9f2/i8MU5BIolNX9mIsJvY2NbfSbtsTKszTpTOcIS8Gt/ZiljjuglGZkuTwDwIuiQZxIfBFbU8nNgFTHDPsAdyuqvcD2zlF/hRsx3Yg0JT7cyWcEngItrPwWRFZV0TWU9Vr3fm1gK/QGbsfEuHej+10PUMxlnBK5p60SBRDFMkXHw9g/WGyiOzllI0wvsxP2bs05mIbxoN/HzhJXRidWDjGN1S1LuFpzPuKaXMltJxPYLb7G5OiLYbTpExGR7ssV/UxV2elbI1ElRtxxsWRPftvBOczufiwGP/CNfRvfoqRLzHIZO1fReTDmNtzrfSBdN473rFi9x5TJgbbEk8QHjMnFEJEPqWqP5d2/g/EhZxqOwH0BGwn/YeYnrI/9cbh57HwjtfTzhkBnfdVCVU9VEQ+jnk+CObZcGVQrIyIPcNDmJfvOq5tL2IpEn0ywJg5PHbuvRX4Hyczb8Zc4vfCnk00yuSZO7/Q6ahvlRYxZTcbMTtj3n5rYM+ujb9K4sKc/O/AeFYmqOockbb45qgQyUhcRSssPAx1yFCo43pj4imM0+0q7D4/gqW9rYv+jp8MK2Cbvc8Bv6S9n0YjUgf+HBaK9RKtd1xHljUWfp4w9BjxRgoR2RpL7xUKu1qWROKYlqti27JylUpgSZnS+LoQJQvaszEW8bVpj20uUm7GUE0G1TWkBjN2jTqzZ7i6qh7kjD5tzxljLM6wNLbA7didEosPzThCpnl1nBKWLcEEzNh1phhZ333Arap6ep32SCfT/yZ0Mv3Pwd6XH4ObF+tdiiqlxOG3InID7btL19W9ViQWZAsIAFW93SksPjZUjw/G7Ti+h4FDU6SYMZiALUze647DDDG/wUK4rqGVFz0PJ2Dtvp/OGOUMlaznkQazRWoZA/YEbhORfejk82nLGiEip9AZS7ujqn7X+83zIrIT9bOyxLyvyjY3hcg5KiYbS6GMVvPcGA3cELEbV9XHYmVrDEpjyjNjiFgcc8jJcbZXzzJYP+7v/BQjX2LwPTFuqm/Q8ubKI7AthG8IcjJ/XQICxZgykdfKPJkqCcIj54QyZIaomCwFy6hxK4i77tEichudJIi5UOO7uF3MK+GCyh/E1XkF5TwlPhE72Bx+fFDGX8w+VVBPzBweO/eKMyAciHkEnyQBB0YTEJHjsHCJP9K+wKzr5fQjLCxinmqn13PZxlEOZovIZCwU7DAxwkd/bjwAyybyQ9fWO+jkKIrFW1Q114gXqeNm9/VH2jNRXNVle/o1fry2HYPxpmyI9bFbROTJup4dxOnA3wTeWeRhEdHWOnNdQo9jxBspiEttV4nIiXkCcen/KpXAojIislAj3TKheEGrqmcAZ4jIWar6haob03qkUN3A38FpyhiSPcPClJ+qGlrMfyQit+OR5InIiRibdeYefrAY4dd3IndBs2tNcQu4zTCr9ucxEqzTvTKV7aF992wRFod6YPC77dS8iF7DkTNJe8qmJqFYvOI2rk3nYu58jcHblclNJxYUj9nJaqJNTZNixqAqQ8zLbmxXYSJGsjiPAmOGql5OCes5RBvMMvbuSSLyAPbuVq9o37J0GkpHS4sIL1u4LlVRj9/WOu+rmzZ3i5g5qnL3ukpGq+qrIrJQRFbUHNd6DzFZiCplawxU9RQR2R5zi14POErz3YgnujJZ3x7nvtvTKaRzVfWHda7to6Z8iUFj3lxi4VYHY54Y92Gy9Q68NOoxZSJRSRDeX6jLJqBxHqgvi4Xs/l5Evowt6MPsbDGYLyIraHtqzONU9d6YH9fZudc4IvbCxayHmDk8du4VEXkvZuzIdIXRFdfvBnti8qMwjDASf8Z44JroewdiGT6WxDaB3oDxqmQ4Dgu18fWFU+jMcBGDsjSllTpu5Jiog6bGT4ZnsExX/+imnhgdGDPOhKmI614ndq5L6HEsDkaKmNR2TSE2/V+MElhUxnfL9N0689wyoWJBG2OggHgvkW6RKdgiMtHV67t0n1r22xJUPmdPOQVbZG1K5w7PTsBGTmHI2ngvljKtKP4tZJfP4gyXw0iHbsNjCa/THi1xtZZWHul1pDqPdFPYXi0m149bPgZLYdkUwj7g7wSEz78wpXDDGAq3wqoMMaeL8TtMpjhLBsCzVcYMsdjls4A3quoGbhdlV1X1c77HGMx8efOAmAv9bsG1/HE0GliVTvb9nwM3i8gEV/YA6mUAqvO+KtvcICrnqBgjeaSMfhmYJ5aWrY9lXttTxsZkIYpKpxwDZ5Soim8uDNFxCumu2E5ot6gjX2LQpDfXwZhSP0MtBez6QLiYiSkTg5jFc78gIqVyJ+iLX8MMll/FFpPbAft0cdm81JhnE5kaM2bnXkTGqOp8t8h9Gtuwys71pYd3KFzM1pzDY+fegzGC4CudPFsbIyduGjFhhDH4FnCdW9D689hpxT8pxAF0GvDuxGQl2Fh93rtGf8ZqWVh4tI4rEVxPkWhk/Lg+uRc2L/8K+GyO4S2mnkodGOund4jITArSpkYiZq5L6HEsDkaKmNR2TSE2ti1GCcwtoy23zPtpLQ5w/78oIhupap8bX9mCtiZivUT6i1C5e74fE0bMcz6V1mSwCGMbziM8fD0Wjwctsiuot/CZi+00b4DFoL4gIneq6kt12iMid+Heh7anuYWIPNJNwVOm1h5og4hTvEdhzOWTKsrG7GQ10ab+uj3XglsEZmFabxWRS7AF6X5esXcBn8buPfOQyHO3nS0iJ2AhFUVy8TyMbC7b+ZwrFvf/Pa98jHy5XEROVtWz3W/mi4VR/Mwr44+jRVjcbhu3hZqL8lzgg9h7PU49suEq1HxfMW1uCk3NUTEy+v/cJxeRfQziZGsh6uxMO1SF6NwhIj/G0qL6CmnUM6wjXyLRpDfXy6r6sogg5kn0sIis10WZGJTtBDeFLERsa4zQL0tlu4d3LsOaaqnd/0krrfMewMya12wqNWYZLsXkWGa4zdAXQusZY5cA9hdLgxymzK2cw+vMvWKeRruoF8qn5hU3EIu1mDDCGByPvfOlgdf1s01VBrwmx2plWDhxOm4M11MMmho/awBf89cWXSJGBz4H24gt9PKMROlclzA8sDhk98izFmsXFsmYa62Oxba9l1Zs21dV9U9eGcEWEQdiE/RknBKoqtNqlLkU22W/GpvgPgzchRFtXq6qJ7lyczCim8vcxNTtvTXGgFxxnTlYSiJ/wrhFVd/VRV3bY/Hquc/QlckmgDXxYnC1nY15HHAitvMgGDfFYar6y+B6awDrqupNToFfQnMyEIiRYe2PTUSrqepS3rmY9rzN/X4vjE9kAsa2PKiDWSzmeiUGwSDiXfNWVX1fdcmRCRGZjbmJ5rJji8jDmBJU6m4bIxdF5C5V3Uw8ZvpwzMfIF9emLL76c6r6b8lhwK9o76DGmDbR5hrXyt5FG1lh3TmqKRld1cdcmUrZ2iSkIqME+ZsB3TzDRuSLGIfJYdiuY583l6pe3EVdV2Ly/muYsfF5YElV3alOmchrPQi8DfOIChfPjcL1+w+pyzAhIkti89h2XpmOjDp530Vc61rM1f2D2CLpJWCWDkwGqlFYWMVaqnqs0wvfpKozpSA7RoZYQ2rduVcayn4T0a4HsEVm2wJTa4TFunruVtVNq0tG1ZXNY/cBW6gR0PfJxSbHamR7utJxpWZ2IPebRsZP06jQge9Q1a0Kf5ywWGHEe1JoTaLJfqIytk1VVUQOpl0JPNhXAmPKYHmTN1bVf7prjceE7PswS/5Jrtyu2GL2chF5Ddu1mOQbTiLRJANyGRpz1VfVG0XkHoqfIeTH4Ib1/EJEpmHWeAG+rapP+2XESN8Owkgu18FcC8+mPW74y8D/YErSExiT/G20I6Y9fwAOF5EjsZ2bC4HXRORC4PSBMhDktONFzBo+bjCu53CjiHyTzh3TQbnnHsAMYG1VLdohmEOEu22kXHzW7ZBnu+W7A38NysTIl4VqoQHfwkgo94R6LvQ6+DGm/W5zDUzL+a6ba1XKaIlLSVfVx2JlaxTEXPDXVdUJIvIGYAVVfSwoVhqCELu4i0Aj8kUb9OZS1Y+6f492C/sVMU+XWmUiEbMT3BTejO38Z892efcdIrIjFmb539IeHjKG7naU98T60Cmq+oJY1qKOlKQN4SfYAv0DWMjaAoxoc7Om+mkXc++9InI1xhvj9+ums7NVhhFG4iYR+ZA2k7r0SRF5PaZb3Sgiz+Nl3mhyrEaiUseVTq6nTenkeirEAIyfRhCpA08VkYPozNRUSwZHznUJPY4R60khBWmuMmh3sW1V16zMj+2++wlwkZobVlFdpWXcztK7tZVHeSngPlV9R9GOnxu0RwJ7q2ot0qQCL5GDG1QO/WuNpTVh3NzthCHt/A4ZXgSeUOdKLiL3q+oGBb9fX81tNtfqrJ4rsbPSbw7M9Had5/nWcRE5FEu/NFsDV3avTGF7gnIbYsavHbEMDJdg8ZCfrrtzOpwgFusZQheXicftdL4dm+D/RbDT6YxpG2JeVaXutmKpEd9J+wTue+ysjRGxbYXtzD6GyY7cMV8kXwJPjP+HKfErq2ot4i0RmYQtigc8xrSpNkdey0+r2Zd+VVVrEbfFyGgxEt7xGH/DLriUdNoKI6zsY65MpWyNbPN4TAFfT1XfLiJvxjwBt46tw6urtD9H1rFYy5fBhIjsj2W1yTyJtgWOVtWJIvJujOzwWNpJoxcAU9XjEKi4RkemLh8DYdzOdqoDGTJnILw2arRpQs7XWlfGRFznNGzeKQsjjKlnAcZd8AqWdrUoDKxu+7bFGfC0/+Se/WlHqY4rrVT0gt3/48CxatlqYupvZPw0jUgduBEZHDPXJfQ+RrInRZ00V00hNrZtO+BzIlKoBEaUuRSYIZZHGWwQ/kIsz3wo8NbErLV7YbGZ36p7Y25ntG5cYVdwArsJS/ZPMRbvudjz28D9v4qIfN5Z6cticA/BvCN8nghcXWGc/ytqLuFWQGSJ7DeeopSlQBsjHsecRhJq9V3c3LFfAM7HvDoyZWCmWDrDEQttjmNluKJqp3NZ4KPesWBZPNogIme7stth/Wh3OvOwP4WFEk3FPITmA/sSEFpGyJc+JUktHdoOrp66GMwY06baXAmNS78aU0+MjI5JSRezmx4jW2PwUeA9mOcYqvoXsRSBtRDZnyuR5MvgwXnO3ICFtj6EeX78xZ2bA8wRkUvVhYN0CZ/Yt6MJdGYQagL/EQtPy+b/VelfbH2/oQOfnS1DtjnmZxjJ40QqhaquIP1IqVtSb62wk4FChI77bcyQMt95zG5MjYwXDY6fRhCrA4uFSn1KVZvgNGsk/WrC0GLEelIMBSQytk0K4hKDHa+YMpvQSj11u6rendOmmVjqpUmYG3YtXgoROZMS1+OB2MVsCiLyS4xc7wF3PBZz8TwOeAD4PWZEWhfII7DK6lkGI6naBnsWt2HkWy97ZU7CDAf7AF9x5R9Q1SMCq/jq2K60YG75f1LVtaSdUKuqPWMxZWANPCNY3V3D4QoR2YBOF76BIDQcdpD8GNS5gQG07zvv7/JYCrQPeWWupxV61Jca019Ul8mXOp5INe5vGWB1VX2k7m8j62+8zV20YSUsXn7dyPLRMlpEpmPutr/CyMmeAk5U1VokixWy9dex3lwiMktVN/d2n5cD7gz7a0Q9lf25Rl1JvgwCJD9t6p3azouzNeZtkc112XzYs54tIrI3ZrDdGMs+tDtwhFpK56FqU0ympp5BQd+4Q1XrptQdlvDk2DbA97GNsu+qalQ2Gq+enhg/MTqwV/ZOVX1vA9dsZK5LGFqMZE8KYHCFs0bGtmlEiERkmdl0smGH2FdVH66qqwSZ4SOGibvXsH6mRINZr0XkPar6qBir9i4lv/UxEdtFzmL7xmEs/3t6ZS7H3OvmAZ8DrsPSkPXtzrndvqtV9Tp3vCNG5AX1soScRmvxGM2oPxLg3MPfj/XF67Bd39sZmKwLwwZSP9NKxqa90LnY/wMId5Fj0hGWyZc6nkiVEJFdMI6f1wFrichGmAtskx5ejbY5BhKXfrUMdWR0Uykdy2RrnXomicg5wOvFeH0OwLLK1EVMf65Eki+Dipi0qRcAX8f68avURJGxMcNAGB1V9RLn7fj/MLmxm6o+1PR1aqIyU1NTkAbCrmgupe5whZ+N5mztPhtNv8ZPU4jUgTNMFpGPY0bm/uyiNzXXJQwhRryRgkEUzq7+pkIVmsIOIvIXLBbtfGwH/jux7riqOhFARPYDttMWE/fZGKt7L+N3InIWln0AbHfjd2L8HQtjDEEO62l7POlUMYZmH+dg7PbnAYhlBDkCI//JsJmqfj47UNXfishx7v863B4Dnsu+h7E78G7gXlXdX0TeiPXrxR11U89eK0YmdhKthWz4HGPSERbKF1U9yJXZiRxPpPhb68PRGO/LNABVvU9EGnXPH4A2x6Ay/WoZaspoBS7GdtaWdN+dh/GY1EGZbK3jXrwqttM1H8vecRSdSmsMsv58Mma8VbqTC0m+DB5i0qa+qKq/7cc1Ti05NyBGRwBnuO3P5lDTWFZVZwUGxMYJFJsKu6K5lLrDFU854+0HgR84uTqqi3r6O36aRqEO7OEQLFx/kYi8TPd8JE3NdQlDiMXBSDEowrmHcYCqni4WU70qRh4zgfoGhkIm7h7GvthC42u4kBgs5dF/sEk0FveKyJaqOgNARLagc3d6d+BXIvJJzMVsHyw7i49nReQI4OeYAP0U3WVIGYxc9r2Kl1T1NRFZJCJjsCwWPev6O1jQ+mzvpwBfwPrqneQvwrcB9nOumkXpCGPkS4wnUgwWqeqLgSwfqHjFptpciZoGyjLEyOhLMKN9f3PQNyVbt1fVb2NkqACIyKlYTHY0VDVTdK8QSze5tHaXBSbJl8FDadYFh6kicjLwa7ogYtTBze7Wy4jJ1NQEtvLCro5xY7mbDCIxfWMko6lsNP0aPwOASh1Ym+MjaWquSxhCLA5GisESzr2KTKPfCZigqnOkpj+uw4nYYt1n4u5Z9zsx4qrzVPVT5O+m/DOijswNe0lgHxH5kzteg8Bbxrk5fwKbVP+M5X9/KahyHEbac6U7vpUa6TulnbdifxeyMqC57HsQdzvl5TzMA+CfdLdTs7hjIub9ULYIjyFQjJEvMZ5IMbjfGQFHi2US+SqWwWIg0FSbBxMxMvrvqlqblNNHQ7K1bnhSTLu2AtbE6TUi0g2XRJIvgwSNS5uaxeBv6v+U+qFiy2I7tKur6kFOfqynqtfWb/mwxJewTE3ri8hTuExNA3CdjKcrC7t6ji7CriL7xoiFqi7EM+6o6l/pbt3SyPhpEJU6sBTwkWDhU3XQ77kuYegx4okzpWYavZEGsdRT/41NFO/GYp6nqeomXdS1Gi2hN1NVn26soQMAMebwXbTLVFNSQF6aQVWfCOLJAf4L29F+xZVpzHAQ056mrjUcIJZVYoyqzq0omhBAclLi5X0XUU+lfBGRi7C4Wt8TaV9V/WLNay0LHE7LQ+kGjLyxcV6Wpto82KiS0WLpVMcBN9O+s1Zrt7MB2boisBLx4UlV9V0MrIMptVnstWo/iJ2TfBk5EJHLMKPTPmrcZMtgJJ0jNl23DxcusDtmxMsyNWkXXBFV1zkSOBNbUP4E043OU9WjSn+YkODgdOqMj2QjcXwkqrpXzXoamesShhaLgydFVBq9EYwDMULHR1V1oYisgrlk14KIfBSYoqpXuePXi8huqvqbZpvbKB4HpovI1VgaVwBU9bSYH0cu+qMJL92OQIdVUD028wbaM6IhIjerY/hW1cfD7xKiERPCFIMY+bIFLU8kMHbvhzIDXw1D3lj3WcJ9PoKl3BwID6Km2jxoiJTR+wPrY95hmQusUt8l+3H6J1vrhidVYVNgrPZz1yXJl96DNEPEuI6q7iXGFYWqvtSlR+lwxVW0yLYHMmziYeBVVb1CLOPPxph3acIQoaHx01RbYnTgpvhImprrEoYQi4ORYrCEc09BXCo9bAEB5lbbnyrHq2rmooWLkxtPb09Af3GfUZgbceOoaTj4pvf/0sDHWbz4UbqGiCyNEXK9QSxFY9aZx9D73Ci9iH4twmvKl6ZIXi/BxtD9DHyM6XAkpo2R0e9W1Xc1cK0Bl601cT+wGl2Gcib50puQ5ogY/+28J7Kw33VYvDJjDRbZ9pGqerlY6sztsXCws2h5dyUMIhocP00hRgduio+kqbkuYQixOBgpFtdMCH4qvRDdxKTlMQv3dP9R1Z7izFBLGetjuojcMiSNGX74HEbS92bMbTdLCbkA+PEQtmu4or8yMVq+NOgB9HdVvaa6WP8xTL2WYmT0DBEZqzmpseugV2SriFyD9bcVgAdFZBbtrr2x6WmTfOlNNEXEOB7jNHiriFyCpevdr8F29joGi2y7qdSZCc2gqfHTCGJ04Ab5SBqZ6xKGFosDJ8W5wJmDIJxHNETkQswjJYsz/AqwkqruN5TtKkN/wyuahhhjcYZRmIvy6aq6OKXW6hdE5CjgR6o638W/bozxEgwVW3XCICHFmJYjRkaLyEMYd0NZxpaYa/WEbBWRbcvOq2otI3CSL70FEZmlqpuLyAzgYxgR4zxVXbdmPRdjLP8vAY9ifC3PNt7gHoO0k22vi937gJFti2XWeQpLnbkJ9rxn1eU6SmgGTY2fBtszaDpwU3NdwtCip3fC+wNJmRAAEJF98r7X+qznXwGOBH6JPcPJGIldL6PXwitm01LsF2Fx3QcOWWuGJ3ZX1WOTO2lvoEH5EoMUY1qOGBndlFdhT8hW3wjhSEM3x/rEXSFpaCSSfOktXONcv0/GQnYVy7xSFxOwlMrbYyll7xORW1X19MZa2puI5sxqCE2lzkxoBk2Nn6YwmDrw4uhBP+IwYo0UDL5w7lVs5v2/NMa6fA+WbrAO3gGsR4u0bhfsGfessacHwyvGYmn3tsEE9W3A3UPYnuGI5E7aW2hKvsQgxZiWo1JGNxXG0muyVSxt3VHAFMxAc6aIHKuqF9asKsmX3kIjRIyqOsX1z82w+PzPY2SCI9pIMdhha9pc6syEZtBrRKaDpgMP05DNhAAjPtwjoR0u9dvFNWJ1s989Qg5pXS8Lgl4LrxCRSVh2mUvcV+Mwd+w9hqI9wxHJnbS30a18iaz7POCHKcY0H4Mpo3tQtj6CxV//wx2vAtxRtz1JvvQWXCz9hs6z5fuYZ8t3VbWWZ4uI3AwsB9yJLYxuV9VnGm9wQkIPoanx02B7kg6cUAsj2ZMiIR8LsdjEuhg00roG0WvhFesFyu5UEZkzZK0ZnkjupL2NbuVLDLYB9hWRFGOaj8GU0b0mW5/ESC4zLAD+3EU9Sb70FprybJmLGZ02wFLfviAid6rqS800MyGhJ9FrnmFJB06ohWSkGOHw2M8BRmMuwZO6qGq8iJzP8CKt67XwintFZEtVnQEgIlsA04ewPcMOyZ20t9CgfIlBijEtx2DK6F6TrU8BM0XkKteejwCzROQQAFU9LaaSJF96Dk+JyDmYZ8sPRGQp8rPYlEJVvw4gIstj3DYTsJS1SzXY1oSEXkMj46dBJB04oRZSuMcIR8B+vgh4QlWf7KKen2OkdQ/gkdap6gH9b+XAoFdcyzwS1yWxmPE/ueM1gAdVdYPBbE9CQlNoSr4k9B+DKaN7RbZ67Rlfdr5XUqYm1IOILIsZJ+ep6u+dZ8u7VHVyzXq+DPwP5k3xBHArcJuqTmm6zQkJvYKmxk8D7Ug6cEJXSEaKxQAi8kZaBHezuonFFJF5w420TkTmhLHEed8NQjvWKDvfy7weCQlVaHIZgeEAAANkSURBVEK+JPQfgymje0W25kFERgHLq+r8oW5LQm9ARA7FDBOzVXUoM3wlJCx2SDpwQrcYSrefhEGAiOwJzAL2wOJtZ4rI7l1UNcOxAw8n3CsiW2YHQ+VapqpPlH0Guz0JCU2hQfmS0H8MpozuCdnqXf9SERkjIssBDwKPuIVpQgKqerKqzkwGioSEwUfSgRO6RfKkGOFwpDTbZ7ubIrIqcFPdHS8ReQhYB+h50rrkWpaQMDhoSr4k9B+DIaN7VbaKyH2qupGI7I259H8b2zXvufkpISEhISEhoRqJOHPkY1Tgfv0PuvOgGU6kdTsPdQMSEhYTNCVfEvqPwZDRvSpblxSRJYHdgB+r6n9EJO3AJCQkJCQkDFMkI8XIx/UicgPwC3e8F3Bd3UqGk0vWcGprQsIwRyPyJaH/GAy518Oy9RwsDeoc4FYXA504KRISEhISEoYpUrjHYgAR+TiwNeb+e6uqXjnETUpISBghSPIlYaghIqNV9VXvWIDRiYMgISEhISFheCIZKRISEhISEhKGLUTkT8D1wGXAFE2KTUJCQkJCwrBGMlKMUIjIAozQrOMURqY2ZpCblJCQMEKQ5EtCL0FElgF2AT4BbAxcC/xSVW8f0oYlJCQkJCQkdIVkpEhISEhISEgYERCRlYDTgb1VdfRQtychISEhISGhPhILe0JCQkJCQsKwhohsKyI/Be4Blgb2HOImJSQkJCQkJHSJ5EmRkJCQkJCQMGwhIo8B9wGTgKtV9V9D3KSEhISEhISEfiB5UiQkJCQkJCQMZ9wLHKCqv1DVf4nISiJy4VA3KiEhISEhIaE7JCNFQkJCQkJCwnDGWqr6fHbg/n/PELYnISEhISEhoR9IRoqEhISEhISE4YxRjjATABFZGVhiCNuTkJCQkJCQ0A+kSTwhISEhISFhOONU4A4R+RWWGndP4PihbVJCQkJCQkJCt0jEmQkJCQkJCQnDGiIyFvgAIMDNqvrgEDcpISEhISEhoUskI0VCQkJCQkJCQkJCQkJCQkJPIHFSJCQkJCQkJCQkJCQkJCQk9ASSkSIhISEhISEhISEhISEhIaEnkIwUCQkJCQkJCQkJCQkJCQkJPYFkpEhISEhISEhISEhISEhISOgJJCNFQkJCQkJCQkJCQkJCQkJCT+D/A9r4Pfuew0lzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1296x576 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure(figsize=(18, 8))\n",
    "grid = plt.GridSpec(2, 2, hspace=0., height_ratios=(1,3), wspace=0, width_ratios=(10,1))\n",
    "axes = [ fig.add_subplot(grid[i,0]) for i in range(2)]\n",
    "n_plot = 100\n",
    "\n",
    "ax = axes[1]\n",
    "tp, fp, fn = zip(*tpfpfn_list)\n",
    "ax.bar(range(n_plot), tp[:n_plot], bottom = np.sum([fn, fp], axis=0)[:n_plot], color='g', label='Matched Logos (TP)')\n",
    "ax.bar(range(n_plot), fn[:n_plot], bottom = fp[:n_plot], color='r', label='Missed Logos (FN)')\n",
    "ax.bar(range(n_plot), fp[:n_plot], bottom = 0, color='orange', label='Mispredicted Logos (FP)')\n",
    "ax.set(xlim=(-1,n_plot), ylim = [0,530], ylabel='Logo count', xticks=range(n_plot+1), xticklabels=top_labels[:n_plot]);\n",
    "plt.xticks(rotation=90);\n",
    "\n",
    "ax = axes[0]\n",
    "prec, rec = zip(*prec_rec_list)\n",
    "ax.plot(prec[:n_plot], lw=2, label = 'precision')\n",
    "ax.plot(rec[:n_plot], lw=2, label = 'recall')\n",
    "ax.set(xlim=(-1,n_plot), ylabel='Metrics', xticks=range(n_plot+1), xticklabels=[]);\n",
    "for iax in range(2):\n",
    "    axes[iax].legend(loc=['lower right','upper right'][iax])\n",
    "    axes[iax].set_axisbelow(True)\n",
    "    axes[iax].grid(axis='both')\n",
    "\n",
    "ax = fig.add_subplot(grid[0,1])\n",
    "counts, bins = np.histogram(prec[:n_plot], bins=np.arange(10**-5,1.07,0.05))\n",
    "ax.step(counts, bins[:-1], lw=2)\n",
    "counts, bins = np.histogram(rec[:n_plot], bins=np.arange(10**-5,1.07,0.05))\n",
    "ax.step(counts, bins[:-1], lw=2)\n",
    "ax.text(7,0,'med P={:.2f}\\nmed R={:.2f}'.format(np.median(prec[:n_plot]), np.median(rec[:n_plot])))\n",
    "ax.set(xlabel='Counts', yticks=[], xticks=range(0,35,10))\n",
    "\n",
    "plt.savefig(os.path.join(save_path,'logo_brands_metrics.png'), bbox_inches='tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Previous plot was for all brands with at least 20 examples.\n",
    "\n",
    "Plot distribution of precision/recall for all elements with at least 5 examples\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(prec[:184], bins=np.linspace(0,1,21), histtype='step', lw=2)\n",
    "plt.hist(rec[:184], bins=np.linspace(0,1,21), histtype='step', lw=2)\n",
    "plt.text(0.5,60,'med P={:.2f}\\nmed R={:.2f}'.format(np.median(prec[:184]), np.median(rec[:184])))\n",
    "plt.gca().set(xlabel='Precision/Recall',ylabel='Counts')\n",
    "plt.legend(['precision','recall'], loc=2);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### visualize bounding box predictions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "([92, 43, 116, 78, 0], [350, 140, 368, 148, 0, 0.9631204])"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bb1 = bbox_list_true[0][0]\n",
    "bb2 = bbox_list_pred[0][0]\n",
    "bb1, bb2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib as mpl\n",
    "plt.imshow(cv2.imread(relative_path(img_list[0]))[:,:,(2,1,0)])\n",
    "for i, bb in enumerate([bb1, bb2]):\n",
    "    plt.scatter([bb[0],bb[2]],[bb[1],bb[3]], alpha = 0.5)\n",
    "    plt.gca().add_patch(mpl.patches.Rectangle((bb[0], bb[1]) ,bb[2]-bb[0], bb[3]-bb[1], alpha=0.5))\n",
    "    plt.gca().annotate(['truth', 'prediction'][i], (bb[0],bb[1]))\n",
    "plt.xlim(0.9*bb[0], 1.1*bb[2])\n",
    "plt.ylim(0.9*bb[1], 1.1*bb[3])\n",
    "plt.title('iou={:.3f}'.format(mm.iou_from_bboxes(bb1,bb2)))\n",
    "plt.gcf().tight_layout();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True positives: 35 - False Positives: 16, False Negatives: 9\n",
      "Precision: 0.686 - Recall:0.795\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tp, fp, tpfp, fn = 0, 0, 0, 0\n",
    "fig, axes = plt.subplots(3,3, figsize=(12,8))\n",
    "match_dict = { i:{} for i in range(9)}\n",
    "for i in range(9):\n",
    "    # axes[i//3, i%3].imshow(cv2.imread(relative_path(img_list_pred[i]))[:,:,(2,1,0)])\n",
    "    for j, bb1 in enumerate(bbox_list_true[i]):\n",
    "        axes[i//3, i%3].set(xticklabels='',yticklabels='')\n",
    "        axes[i//3, i%3].scatter([bb1[0],bb1[2]],[bb1[1],bb1[3]], alpha = 0.5, c='b',s=5)\n",
    "        axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb1[0], bb1[1]), \n",
    "            bb1[2]-bb1[0], bb1[3]-bb1[1], alpha=0.2, color=plt.get_cmap('tab10')(0)))\n",
    "        for k, bb2 in enumerate(bbox_list_pred[i]):            \n",
    "            if j in match_dict[i]:\n",
    "                continue\n",
    "            iou = mm.iou_from_bboxes(bb1, bb2)\n",
    "            if iou == 0:\n",
    "                continue\n",
    "            if iou > 0.5:\n",
    "                tp += 1\n",
    "                match_dict[i][j] = k\n",
    "                axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb2[0], bb2[1]), \n",
    "                  bb2[2]-bb2[0], bb2[3]-bb2[1], alpha=0.6, color=plt.get_cmap('tab10')(1)))\n",
    "                axes[i//3, i%3].set(title='best iou={:.3f}'.format(mm.iou_from_bboxes(bb1,bb2)))\n",
    "            elif iou > 0.1:\n",
    "                fp += 1\n",
    "                axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb2[0], bb2[1]), \n",
    "                  bb2[2]-bb2[0], bb2[3]-bb2[1], alpha=0.6, color=plt.get_cmap('tab10')(2)))\n",
    "                axes[i//3, i%3].set(title='best iou={:.3f}'.format(mm.iou_from_bboxes(bb1,bb2)))\n",
    "            else:\n",
    "                fp += 1\n",
    "    fn += len(bbox_list_true[i]) - len(match_dict[i])\n",
    "print('True positives: {} - False Positives: {}, False Negatives: {}'.format(tp, fp, fn))\n",
    "print('Precision: {:.3f} - Recall:{:.3f}'.format(tp/(tp+fp), tp/(tp+fn)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Blue: True --- Yellow: predictions with IoU >= 0.5, Green: Predictions with IoU > 0.1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dictionary holds the mapping between truth and predicted.    \n",
    "For _each image index_, I have a mapping between **true boxes** and **matching predicted boxes**\n",
    "\n",
    "To get the false negatives, pick the number of true boxes minus the number of matches"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[(0, {0: 4, 1: 2, 3: 0}, 3),\n",
       " (1, {0: 2, 1: 1, 2: 5, 3: 7, 4: 3, 5: 8, 6: 0, 7: 6}, 8),\n",
       " (2, {0: 1, 1: 0}, 2),\n",
       " (3, {0: 0, 1: 3, 2: 2, 3: 4, 4: 1}, 5),\n",
       " (4, {0: 0}, 1),\n",
       " (5,\n",
       "  {0: 0, 1: 9, 2: 1, 3: 12, 4: 2, 7: 18, 8: 14, 9: 10, 11: 11, 12: 6, 13: 5},\n",
       "  11),\n",
       " (6, {0: 0, 1: 1}, 2),\n",
       " (7, {0: 0, 1: 2}, 2),\n",
       " (8, {0: 0}, 1)]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[(k, v, len(v)) for k,v in match_dict.items()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If there are multiple predictions overlapping on the same ground truth, the previous algorithm picked the highest confidence. What happens if we pick the highest IoU?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True positives: 35 - False Positives: 16, False Negatives: 9\n",
      "Precision: 0.686 - Recall:0.795\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 9 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "tp, fp, fn = 0, 0, 0\n",
    "fig, axes = plt.subplots(3,3, figsize=(12,8))\n",
    "match_dict = { i:{} for i in range(9)}\n",
    "for i in range(9):#range(len(bbox_list_pred)):\n",
    "    # axes[i//3, i%3].imshow(cv2.imread(img_list_pred[i])[:,:,(2,1,0)])\n",
    "    for j, bb1 in enumerate(bbox_list_true[i]):\n",
    "        axes[i//3, i%3].set(xticklabels='',yticklabels='')\n",
    "        axes[i//3, i%3].scatter([bb1[0],bb1[2]],[bb1[1],bb1[3]], alpha = 0.5, c='b',s=5)\n",
    "        axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb1[0], bb1[1]), \n",
    "            bb1[2]-bb1[0], bb1[3]-bb1[1], alpha=0.2, color=plt.get_cmap('tab10')(0)))\n",
    "        for k, bb2 in enumerate(bbox_list_pred[i]):            \n",
    "            \n",
    "            iou = mm.iou_from_bboxes(bb1, bb2)\n",
    "            if j in match_dict[i] and match_dict[i][j][-1] > iou:\n",
    "                # skip if already found other object with larger IoU\n",
    "                continue\n",
    "            if iou == 0:\n",
    "                continue\n",
    "            if iou > 0.5:\n",
    "                tp += 1\n",
    "                match_dict[i][j] = (k,iou)\n",
    "                axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb2[0], bb2[1]), \n",
    "                  bb2[2]-bb2[0], bb2[3]-bb2[1], alpha=0.6, color=plt.get_cmap('tab10')(1)))\n",
    "                axes[i//3, i%3].set(title='best iou={:.3f}'.format(mm.iou_from_bboxes(bb1,bb2)))\n",
    "            elif iou > 0.1:\n",
    "                fp += 1\n",
    "                axes[i//3, i%3].add_patch(mpl.patches.Rectangle((bb2[0], bb2[1]), \n",
    "                  bb2[2]-bb2[0], bb2[3]-bb2[1], alpha=0.6, color=plt.get_cmap('tab10')(2)))\n",
    "                axes[i//3, i%3].set(title='best iou={:.3f}'.format(mm.iou_from_bboxes(bb1,bb2)))\n",
    "            else:\n",
    "                fp += 1\n",
    "    fn += len(bbox_list_true[i]) - len(match_dict[i])\n",
    "print('True positives: {} - False Positives: {}, False Negatives: {}'.format(tp, fp, fn))\n",
    "print('Precision: {:.3f} - Recall:{:.3f}'.format(tp/(tp+fp), tp/(tp+fn)))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "No difference here because no occurence of overlapping logos"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3.6 - Insight",
   "language": "python",
   "name": "insight"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
